Tom Sanchez

Normalizing Citation Counts (Part 2)

Posted on April 12, 2018 by Tom Sanchez

I received several insightful comments about my previous post on normalizing citation counts. Several people also suggested that because I calculated these indices at the individual level, that it would be interesting to see the results at the program level. Below is a table with these data for all planning programs being tracked. Each column can be sorted in ascending or descending order by clicking on the label at the top. Please see the previous post for explanations of these indices. The overall weighted averages for planning programs are: Cites/Years (C/Y) = 54.0, Cites/Years^2 (C/Y^2) = 4.3, and m-quotient (m-quo.) = 0.7. The most noticeable difference in ranking is for C/Y^2 and m-quo. which place more weight on productive younger faculty. See the previous program rankings at: 2018 Urban Planning Faculty Citation Analysis.

Current School	C/Y	C/Y^2	m-quo.	N
Alabama A&M University	17.0	0.5794	0.2687	6
Arizona State University	104.8	5.4690	1.0876	13
Auburn University	5.9	0.7657	0.4160	7
Ball State University	7.1	0.4909	0.3362	7
California Polytechnic State University, SLO	19.3	1.8636	0.5547	8
California State Polytechnic University, Pomona	8.3	0.3792	0.2585	9
California State University, Northridge	15.8	2.1709	0.5388	8
Clemson University	20.7	1.4664	0.4744	9
Cleveland State University	25.8	1.3521	0.5608	10
Columbia University	81.1	3.5803	0.7320	7
Cornell University	69.4	10.3052	0.9087	15
Dalhousie University	18.3	1.1023	0.4373	8
East Carolina University	18.3	1.1244	0.4348	6
Eastern Michigan University	2.5	0.2040	0.1026	2
Eastern Washington	3.3	0.1233	0.1361	2
Florida Atlantic University	61.3	4.5236	0.8240	7
Florida State University	61.2	5.9640	0.8283	10
Georgia Tech	51.9	3.3398	0.7138	13
Harvard University	123.1	6.3143	0.6315	17
Indiana University of Pennsylvania	1.9	0.1990	0.1886	4
Iowa State University	10.7	0.7500	0.3992	11
Jackson State University	13.9	0.9713	0.3587	6
Kansas State University	3.6	0.3692	0.2479	9
McGill University	109.0	11.2929	1.2800	8
Miami University	23.8	2.2765	0.6556	2
Michigan State University	34.8	9.4018	1.1172	9
Minnesota State University, Mankato	3.1	0.2242	0.1958	6
Missouri State University	8.8	1.0666	0.5247	4
MIT	87.2	6.0280	0.8975	26
Morgan State University	6.8	0.4949	0.3086	8
New Jersey Institute of Technology	8.8	0.6456	0.2769	7
New York University	81.6	3.9886	0.8462	6
Northern Arizona University	35.3	1.4837	0.3750	6
Ohio State University	36.9	5.5405	0.9622	17
Portland State University	66.2	5.9192	0.8989	17
Pratt Institute	6.6	0.3361	0.1405	4
Queen's University	47.4	3.2842	0.7888	11
Rutgers University	58.4	3.7224	0.8346	15
Rutgers University, SEBS	27.3	1.0628	0.3894	9
Ryerson University	20.8	2.2068	0.4636	13
Saint Louis University	30.0	2.7365	0.7037	5
San Jose State University	31.0	3.5453	0.7907	6
Savannah State University	12.3	0.9401	0.3988	2
Simon Fraser University	130.7	8.1023	1.0836	15
State University of New York at Albany	53.2	4.3310	0.6948	13
Temple University	21.0	2.2574	0.6913	4
Texas A&M University	56.1	6.6196	0.7665	22
Texas Southern University	53.2	2.3039	0.5153	10
The New School for Social Research	41.3	2.0413	0.6166	7
Tufts University	127.0	6.4260	0.8779	6
UC Berkeley	171.9	7.0602	0.9764	15
UC Irvine	68.2	3.9433	0.8411	17
UCLA	151.0	7.0068	1.0645	24
UNC	98.7	6.4798	1.1274	15
Universite de Montreal	39.2	2.9260	0.5950	13
Universite Laval	60.1	4.1934	0.9568	13
University at Buffalo, SUNY	55.2	15.3428	0.9082	15
University of Alberta	78.5	5.3287	0.8854	13
University of Arizona	69.0	21.5321	1.8356	7
University of British Columbia	144.1	8.2910	1.1434	14
University of Calgary	23.3	2.8261	0.4140	9
University of Cincinnati	22.6	1.1276	0.4106	12
University of Colorado, Denver	77.5	6.0447	0.9413	6
University of Delaware	23.3	1.5680	0.4982	7
University of Florida	35.8	1.6484	0.4719	9
University of Georgia	6.0	0.5263	0.2442	7
University of Guelph	12.8	1.4291	0.5109	8
University of Hawaii	16.4	0.9624	0.4182	11
University of Idaho	37.4	2.3081	0.6132	9
University of Illinois, Chicago	75.9	4.8910	0.7052	18
University of Illinois, U-C	43.4	2.4358	0.7473	11
University of Iowa	48.2	5.0830	0.9506	8
University of Kansas	28.3	3.1854	0.8360	4
University of Louisville	28.0	2.5745	0.5975	12
University of Manitoba	21.5	4.9694	0.7188	6
University of Maryland	71.9	4.3026	1.0006	8
University of Massachusetts-Amherst	28.8	1.6327	0.4535	6
University of Melbourne	64.3	3.5503	1.0667	2
University of Memphis	9.0	0.5040	0.2900	5
University of Michigan	43.6	2.1499	0.5617	22
University of Minnesota	154.9	10.0152	1.2324	12
University of Missouri-Kansas	28.7	1.9899	0.6031	6
University of Nebraska	25.7	2.8579	0.5975	5
University of New Mexico	9.3	1.1271	0.3747	11
University of New Orleans	15.2	1.1296	0.4543	5
University of Northern British Columbia	12.4	2.9362	0.9386	2
University of Oklahoma	8.3	0.9509	0.3122	5
University of Oregon	38.7	3.1209	0.7172	12
University of Pennsylvania	61.4	3.8693	0.8928	12
University of Pittsburgh	46.0	1.2469	0.3783	5
University of Puerto Rico	1.1	0.0396	0.1031	8
University of Saskatchewan	90.8	4.7638	0.9251	12
University of South Florida	21.0	3.6576	0.5148	3
University of Southern Maine	11.1	0.4439	0.1696	2
University of Texas, Arlington	36.4	8.1330	0.7434	8
University of Texas, Austin	36.8	3.5624	0.6477	14
University of Texas, San Antonio	3.2	0.3326	0.2092	3
University of Toledo	28.3	1.8107	0.5576	9
University of Toronto	51.4	3.3036	0.7917	19
University of Utah	63.9	2.4020	0.5983	9
University of Virginia	45.0	2.2852	0.5675	7
University of Washington	79.6	4.9130	0.6825	14
University of Waterloo, Ontario	56.7	8.8013	1.1129	18
University of Wisconsin, Madison	41.3	11.8083	1.1626	10
University of Wisconsin, Milwaukee	12.7	1.0981	0.4125	6
USC	97.7	4.7046	0.9222	15
Virginia Commonwealth University	11.1	0.8653	0.3826	10
Virginia Tech	96.0	15.3440	1.4125	14
Wayne State University	29.9	0.9833	0.3812	4
West Chester University	6.5	0.7073	0.2743	8
Western Michigan University	24.2	2.1290	0.5860	13
Western Washington University	2.0	0.1538	0.2308	1
Westfield State University	12.8	1.4142	0.4034	8
York University	52.5	2.6715	0.6945	11

Posted in Citation analysis, publications | Tagged bibliometrics, citations | Leave a comment

Normalizing Citation Counts

Posted on March 19, 2018 by Tom Sanchez

Higher total citation counts are obviously biased toward more senior faculty who have had more time to publish and be cited. To account for this a variety of metrics have been developed to adjust for career length, output, and other publication level factors. These include the Hirsch-Index (h-index), e-index, g-index, hl-annual index, hl-norm index, and age-weighted citation rates (AWCR, AWCRpA, and AW-Index). Normalizing can involve increasing amounts of information including individual publication ages and citation counts (see: https://harzing.com/pophelp/metrics.htm for more discussion). An example includes the m-quotient which is the h-index divided by the number of years since graduation. H-indices grow much more slowly than do citation counts and are positively correlated with career length while also indicating author productivity. In addition to career length bias, there is also the effect of multiple co-authors. More co-authors means greater potential for self-citation and greater visibility generated by multiple authors on a particular publication. This is usually a concern between disciplines which have different co-authoring patterns and citation levels (see Ioannidis, Boyack, and Wouters, 2016).

The following tables show how normalized citation metrics can produce different rankings. Tables 1 through 4 show planning faculty by total citation counts and three normalized indices. As shown, the greatest variably occurs when citation totals are normalized by years since degree (squared), years since degree, and the m-quotient, with standard deviations of 256.4, 128.8, and 89.7 respectively. The columns “Diff.Cites” show how the particular faculty ranking varies from the Total Citation ranking (Table 1). For example, Ralph Buehler (Virginia Tech) and Jason Cao (University of Minnesota) each move up 38 places in the citation ranking controlling for career length (see Table 2). Indices involving publication level data, such as AWCR and co-author shares of citations, can only be performed for approximately half of all planning faculty and could not be included. These analyses were performed for faculty with Google Scholar Citation profiles and also showed significant differences in ranking.

Table 1: Planning Faculty, Total Citation Counts

Rank	Faculty	Cites
1	Michael Storper	36968
2	AnnaLee Saxenian	25608
3	Neil Brenner	25089
4	Lawrence D. Frank	24469
5	Stewart Fotheringham	19111
6	Reid Ewing	18899
7	Martha Feldman	17765
8	John M. Bryson	15664
9	John Forester	14598
10	Nik Theodore	14149
11	Robert Bullard	13273
12	John Pomeroy	11802
13	Jennifer Wolch	10526
14	Julian Agyeman	9492
15	Lawrence Susskind	8941
16	Dale Whittington	8768
17	Marina Alberti	8705
18	Marlon Boarnet	8701
19	Teresa Caldeira	8551
20	Susanna B. Hecht	8207
21	Rob Shields	8032
22	William N Dunn	7926
23	Genevieve Giuliano	7791
24	Daniel Rodriguez	7485
25	Timothy Beatley	7436
26	Sheldon Krimsky	7360
27	Karen Kohfeld	7187
28	Philip R. Berke	7074
29	Arthur C. Nelson	7039
30	Leonie Sandercock	6940
31	Ananya Roy	6806
32	Amy K. Glasmeier	6596
33	Paul Waddell	6558
34	Stephanie E. Chang	6330
35	Albert Saiz	5968
36	Richard Joseph Jackson	5905
37	Manuel J. Rodriguez	5666
38	Mildred Warner	5641
39	Marilyn Taylor	5629
40	Ann Forsyth	5547
41	Barry Checkoway	5510
42	Duncan Knowler	5470
43	Roger H. Keil	5467
44	Ralph Buehler	5456
45	Robert A. Beauregard	5423
46	David Geltner	5362
47	William Rohe	5358
48	Jason Cao	5252
49	Mark Purcell	5150
50	Chris Tilly	5119
51	Alan A. Lew	5114
52	Samuel D. Brody	4922
53	Isabelle Thomas	4757
54	Ingrid Gould Ellen	4746
55	Lawrence W. Martz	4731
56	Evelyn Pinkerton	4692
57	Richard Shearmur	4642
58	Jennifer Dill	4599
59	Paul Ong	4543
60	Eric Klopfer	4495
61	Ahmed El-Geneidy	4461
62	Austin Troy	4460
63	Zhong-Ren Peng	4439
64	Dowell Myers	4411
65	Timothy McDaniels	4364
66	Gerrit J. Knaap	4317
67	Steven Handel	4289
68	John D. Landis	4216
69	Steven C. Bourassa	4208
70	Dawn C. Parker	4175
71	Randall Crane	4166
72	Robert Fishman	4145
73	Yan Song	4107
74	Robert W. Burchell	4028
75	Randall L. Guensler	3875
76	Michael Stoll	3824
77	Jose A. Gomez-Ibanez	3808
78	Lance Freeman	3671
79	Edward G. Goetz	3628
80	Walter G. Peacock	3611
81	Anastasia Loukaitou-Sideris	3556
82	Daniel Schneider	3504
83	Brian Taylor	3478
84	Mark Jaccard	3409
85	Ragui A. Assaad	3253
86	Jonathan Moore	3252
87	Rodolfo D. Torres	3229
88	Michael Kuby	3178
89	Jason Hackworth	3166
90	Chanam Lee	3158
91	Roberto G. Quercia	3140
92	Raphael Bostic	3124
93	Scott D. Campbell	3118
94	David W. Marcouiller	3116
95	David Listokin	3112
96	Claude Lavoie	3101
97	Loren Lutzenhiser	3092
98	Lisa J. Servon	3052
99	Abel Valenzuela	3032
100	Nezar Alsayyad	2966
101	Lawrence J. Vale	2956
102	Elliott Sclar	2899
103	Mark Rosentraub	2879
104	Xinhao Wang	2870
105	Avis C. Vidal	2865
106	Youqin Huang	2830
107	Chengri Ding	2785
108	Robert Brown	2767
109	Trisalyn Nelson	2743
110	Peter Victor	2741
111	Jason Corburn	2740
112	Tridib Banerjee	2723
113	James W. Hughes	2718
114	James DeFilippis	2700
115	Ray Bromley	2689
116	Mark Roseland	2669
117	Joyce Davidson	2653
118	Peter G. Rowe	2617
119	Anne Whiston Spirn	2549
120	Jeff Brown	2513
121	Bram Noble	2503
122	Jill Grant	2482
123	Diane E. Davis	2460
124	Noreen McDonald	2448
125	J.R. DeShazo	2436
126	Gary Dean Painter	2414
127	Brian Stone	2396
128	Qing Shen	2381
129	Weiping Wu	2366
130	Robert Olshansky	2287
131	David R. Howell	2271
132	Pierre Filion	2261
133	Gary Pivo	2209
134	Mitchell Moss	2202
135	Kristof Van Assche	2196
136	Richard D. Margerum	2187
137	David Pijawka	2183
138	Michael Duncan	2181
139	Catherine T. Lawson	2178
140	Kelli Larson	2153
141	Larissa Larsen	2141
142	Richard B. Peiser	2139
143	Lois Takahashi	2138
144	Amy Hillier	2127
145	Clinton J. Andrews	2114
146	Thomas W. Sanchez	2113
147	Paul Hess	2112
148	Faranak Miraftab	2111
149	Kevin McHugh	2078
150	Burrell E. Montz	2052
151	Thomas A. Hutton	2041
152	Evelyn Blumenberg	2026
153	Laura Reese	2017
154	Glenn S. Johnson	1990
155	Paul Smoke	1990
156	Sean Cox	1989
157	Robert W. Lake	1964
158	Frank J. Popper	1953
159	Ned Hill	1942
160	Casey J. Dawkins	1941
161	Janet Kelly	1940
162	Theresa Garvin	1938
163	Dana Cuff	1925
164	Deepak Rajagopal	1923
165	Eran Ben-Joseph	1919
166	Alex Schwartz	1915
167	Karl Kim	1913
168	Mickey Lauria	1911
169	Lilian Alessa	1906
170	Greg H. Lindsey	1906
171	Katherine O’Regan	1900
172	Kevin P. Czajkowski	1881
173	Nan Ellin	1872
174	Thomas J. Campanella	1867
175	Eugenie L. Birch	1860
176	Balakrishnan Rajagopal	1840
177	David P. Varady	1824
178	Yang Zhang	1822
179	Jonathan Levine	1810
180	Stefan Kipfer	1805
181	Scott A. Bollens	1789
182	David C. Sloane	1782
183	Emil Malizia	1752
184	John L. Renne	1749
185	Damian Collins	1743
186	Martin Murray	1739
187	Susan Ruddick	1734
188	William Bowen	1718
189	Elizabeth Currid-Halkett	1706
190	Marc Schlossberg	1699
191	Jonn Axsen	1658
192	Daniel J. Hammel	1625
193	Paul Lewis	1610
194	Rebecca Miles	1607
195	John FitzGibbon	1599
196	Himanshu Grover	1586
197	James Moore	1579
198	David R. Paul	1567
199	Renee Irvin	1554
200	Walter Nicholls	1547
201	Elizabeth Wentz	1532
202	Alexander Buyantuev	1528
203	Laura Leete	1519
204	Bruce Stiftel	1513
205	Richard A. Matthew	1495
206	Jennifer Clark	1485
207	Alex Krieger	1483
208	Kathe Newman	1478
209	Bishwapriya Sanyal	1474
210	Alan Walks	1469
211	Joan Busquets	1468
212	Vicente del Rio	1466
213	David Imbroscio	1457
214	Joseph Ferreira	1451
215	Subhrajit Guhathakurta	1446
216	Andre Sorensen	1439
217	Nathan McClintock	1429
218	P. Christopher Zegras	1427
219	Victoria Basolo	1425
220	Sun Sheng Han	1425
221	Daniel B. Hess	1423
222	Robert A. Simons	1413
223	Kheir Al-Kodmany	1411
224	Samina Raja	1396
225	Carl Amrhein	1395
226	Keith Bartholomew	1385
227	Robert G. Paterson	1384
228	Elizabeth Brabec	1380
229	Ken Lertzman	1374
230	Sanjoy Mazumdar	1372
231	Hiroyuki Iseki	1362
232	Justin Hollander	1357
233	T.William Lester	1351
234	Ivonne Audirac	1349
235	Thomas Gunton	1347
236	Rachel Weber	1343
237	Connie P. Ozawa	1341
238	Patricia A. Wilson	1332
239	Karen Chapple	1331
240	Xulin Guo	1327
241	Robert Patrick	1324
242	Martin Lee-Gosselin	1322
243	John Gilderbloom	1317
244	Maria Manta Conroy	1313
245	Christopher A. De Sousa	1313
246	David Thacher	1309
247	Joseph Desloges	1295
248	Harvey M. Jacobs	1294
249	Mai Nguyen	1288
250	Chansheng He	1281
251	W Dennis Keating	1274
252	Katharine N. Rankin	1272
253	Richard W. Willson	1270
254	Anne K. Salomon	1268
255	Florent Joerin	1264
256	Lucie Laurian	1260
257	Eric J. Heikkila	1247
258	Andrew Kliskey	1243
259	John Welch	1235
260	Sungyop Kim	1234
261	June Manning Thomas	1232
262	Sonia Hirt	1221
263	Christian L. Redfearn	1220
264	Jeffrey Bielicki	1213
265	Scott Spak	1184
266	Robin Boyle	1165
267	Jason Knouft	1159
268	J. Phillip Thompson	1148
269	Lisa Schweitzer	1142
270	Rachel G. Kleit	1141
271	Vivek Shandas	1121
272	Jean Marie Hartman	1109
273	Shannon Van Zandt	1108
274	Sasha Tsenkova	1102
275	John McNutt	1098
276	Robert Mugerauer	1092
277	David L. Feldman	1087
278	David Gordon	1084
279	Zhenghong Tang	1078
280	Alec Ian Gershberg	1075
281	Zeynep Celik	1073
282	Elizabeth Macdonald	1069
283	Christopher Silver	1066
284	David Tulloch	1062
285	Daniel G. Chatman	1049
286	Carolyn Whitzman	1041
287	Aaron Golub	1038
288	Betsy Donald	1036
289	Ming Zhang	1031
290	Catherine L. Ross	1021
291	Michael Manville	1020
292	Darrick Hamilton	1013
293	Meenu Tewari	1013
294	Jennifer Light	1010
295	Moira Zellner	1005
296	Eric Dumbaugh	1000
297	Todd BenDor	1000
298	David C. Perry	998
299	Jacob Oluwoye	985
300	Laura Lawson	983
301	Andres Sevtsuk	979
302	Michael Leaf	973
303	Thomas L. Daniels	967
304	Tara McGee	965
305	Sean Markey	965
306	Branden Born	959
307	Cherie Westbrook	957
308	Greg Schrock	950
309	George O. Rogers	947
310	Ernest Sternberg	945
311	Peilei Fan	944
312	Tenley Conway	944
313	Amrita Daniere	941
314	Jerold S. Kayden	930
315	Yingling Fan	929
316	Kanishka Goonewardena	928
317	Victoria A. Beard	927
318	Carissa Schively Slotterback	926
319	Jan Marie Fritz	914
320	Richard Greene	909
321	Jean Morin	902
322	Carlos Balsas	898
323	Mordecai Lee	897
324	Hilary Nixon	896
325	Max O. Stephenson	881
326	Vinit Mukhija	881
327	Christine Bae	880
328	Neil Reid	875
329	Cliff Ellis	874
330	Joshua Drucker	870
331	Gregory Veeck	869
332	Martin H. Krieger	869
333	Elisabeth M. Hamin	858
334	Margaret E. Dewar	856
335	Douglas Webster	853
336	John Radke	848
337	Carsten Braun	844
338	Mukesh Kumar	840
339	Sabina E. Deitrick	838
340	Andrea Sarzynski	835
341	Eric Avila	810
342	John J. Betancur	806
343	Sarah Williams	801
344	Alfonso Morales	799
345	Clara E. Irazábal-Zurita	799
346	Malo Andre Hutson	794
347	David Miller	791
348	Matti Siemiatycki	789
349	Dennis Frenchman	788
350	Sandeep Kumar Agrawal	787
351	Ruth L. Steiner	780
352	Raktim Mitra	775
353	Sy Adler	773
354	Shalini Misra	771
355	Asha Weinstein Agrawal	765
356	Graham Whitelaw	765
357	Dirk de Boer	763
358	Douglas Kelbaugh	753
359	DongMei Chen	752
360	Martin Bunch	751
361	Henry C. Renski	750
362	Daoqin Tong	748
363	Jeremy Nemeth	747
364	Kris Wernstedt	745
365	G. William Page	743
366	Alec Aitken	738
367	Paul Galpern	736
368	Francis Y. Owusu	735
369	Sanda Kaufman	733
370	Joseph Grengs	724
371	Robert M. Silverman	723
372	David Wachsmuth	722
373	Lyna L. Wiggins	718
374	Zoe Hamstead	710
375	Mary E. Davis	705
376	Kenneth D. Genskow	699
377	Charles E. Connerly	696
378	James A. Lagro	692
379	JiYoung Park	691
380	Michael L. Poirier Elliott	690
381	Martino Tran	690
382	Nichola J. Lowe	688
383	Nebiyou Tilahun	687
384	Petra Doan	683
385	Markus Moos	680
386	Kirk McClure	675
387	Bernadette Hanlon	662
388	Michael Drescher	662
389	Murray Rutherford	656
390	Reza Banai	650
391	Kieran Donaghy	645
392	Laura C. Johnson	635
393	Paul Zwick	634
394	Li Yin	632
395	Ming-Han Li	629
396	Timothy S. Chapin	629
397	Robert G. Shibley	606
398	Lei Meng	603
399	Janelle Knox-Hayes	603
400	Lisa Bornstein	602
401	Carolyn Ball	598
402	Kazuya Kawamura	597
403	Bumsoo Lee	593
404	Ute A. Lehrer	593
405	Mark Seasons	591
406	Henrik P. Minassians	590
407	Bjorn Sletto	589
408	Deborah Howe	585
409	Maggie Cowell	579
410	Damon Hall	577
411	Ellen J. Pader	574
412	Jonathan Justice	572
413	Carolina K. Reid	571
414	Liming Wang	569
415	Jon E. Rodiek	568
416	Kathy Quick	566
417	Madhav Badami	558
418	Raphael Fischler	556
419	Paavo Monkkonen	554
420	Karen Umemoto	549
421	Shima Hamidi	547
422	Jerry V. Mitchell	547
423	Steven G. Koven	547
424	Zhan Guo	546
425	Jinhua Zhao	544
426	Penelope Gurstein	538
427	Renia Ehrenfeucht	537
428	Patricia Collins	536
429	Liette Gilbert	536
430	Jean Dubé	536
431	Jerry Zhao	536
432	John Lewis	534
433	Margaret Carr	530
434	Michael A. Burayidi	529
435	Brian A. Mikelbank	523
436	Brenda Case Scheer	522
437	Richard Milgrom	521
438	Ellen M. Bassett	519
439	Patricia L. Machemer	511
440	David M. Simpson	510
441	Alexander Karner	509
442	Niraj Verma	503
443	Nikhil Kaza	503
444	Guoqiang Shen	501
445	Pascal Haegeli	501
446	Wayne Caldwell	500
447	Gulsah Akar	495
448	Mahyar Arefi	494
449	Li Yang	492
450	John J. Accordino	492
451	David L. Gladstone	489
452	John Meligrana	489
453	Nina-Marie Lister	489
454	Kenneth S. Chew	489
455	Vikas Mehta	484
456	John S. Pipkin	484
457	Joseph Heathcott	483
458	Alexandre Lebel	482
459	David King	482
460	Haifeng Qian	481
461	Kian Tajbakhsh	481
462	Yizhao Yang	480
463	Nancy Brooks	475
464	Douglas Houston	475
465	Stacy Harwood	474
466	Frank Goetzke	473
467	Philip Ashton	469
468	Jordi Honey-Rosés	465
469	M.C. Nihal Perera	465
470	Forster Ndubisi	458
471	Jennifer Dean	456
472	Teresa L. Cordova	456
473	Eva Kassens-Noor	455
474	Laura Cameron	450
475	Michael Smart	448
476	Alan M. Berger	445
477	Jill Clark	445
478	Robert F. Young	441
479	Joyce Pressley	441
480	Lynn Mandarano	440
481	Lisa K. Bates	440
482	Janet Smith	439
483	Marla K. Nelson	438
484	Junfeng Jiao	436
485	Jun Zhang	434
486	Rahul Mehrotra	433
487	Qisheng Pan	429
488	Steve C. Hankey	428
489	Mark S. Winfield	423
490	Mark R. Stevens	422
491	Ralph P. Hall	422
492	Stacey S. White	421
493	Siddhartha Sen	420
494	Clarence Woudsma	420
495	Manoj Shrestha	418
496	Bruce Dvorak	417
497	Richard K. Norton	415
498	Neema Kudva	413
499	Jane Law	413
500	Jill A.E. Blakley	412
501	Robert B. Kent	411
502	Elizabeth J. Mueller	411
503	Erick Guerra	409
504	Natasha Iskander	409
505	Leonora Angeles	404
506	Rae Bridgman	396
507	Owen Waygood	390
508	Mary M. Edwards	389
509	Julia Sass Rubin	389
510	Raymond Lifchez	386
511	Christopher Coutts	386
512	Peter R. Mulvihill	386
513	Pamela Robinson	385
514	Stephan Schmidt	385
515	Michael Frisch	384
516	William J. Drummond	375
517	Mark I. Wilson	375
518	Michael Oden	375
519	Shishir Mathur	374
520	Leia Minaker	371
521	Rosanna G. Rivero	370
522	Yiping Fang	369
523	Mariana Arcaya	369
524	Henry Louis Taylor	368
525	Kathleen Baker	367
526	Peter G. Flachsbart	367
527	Jerry Anthony	366
528	Ward Lyles	365
529	James H. Spencer	365
530	Christopher Auffrey	364
531	Annette M. Kim	364
532	Perry Yang	364
533	Brent D. Ryan	363
534	Laura Solitare	362
535	Domenic Vitiello	360
536	Leobardo F. Estrada	357
537	Rachel Meltzer	355
538	Nancy Frank	352
539	Francois Proulx	351
540	Richard M. Levy	351
541	Nisha Botchwey	348
542	Donald H. Miller	347
543	Eric A. Morris	346
544	Phuong Nguyen-Hoang	344
545	Megan Ryerson	342
546	Misun Hur	341
547	Zenia Z. Kotval	341
548	Emma Aguila	340
549	Sébastien Lord	339
550	Justin Steil	337
551	Daniele Spirandelli	336
552	William H. Butler	336
553	Marc Doussard	335
554	Sofia Dermisi	335
555	Daniel B. Abramson	333
556	Gabriella Y. Carolini	332
557	John Gaber	332
558	William J. Cohen	325
559	Shiguo Jiang	322
560	Todd Schenk	321
561	Arnab Chakraborty	321
562	Adrienne Greve	319
563	Diana Mitsova	314
564	Lan Deng	312
565	Philip S. Watson	311
566	Jorge De La Roca	310
567	Reginald Y. Kwok	310
568	Lorie Higgins	309
569	Rebecca Retzlaff	308
570	Martine August	306
571	Lesli Hoey	297
572	Ruihong Huang	297
573	Andrew Seidel	297
574	Brian W. Ohm	297
575	Hemalata Dandekar	295
576	Ajay Agarwal	290
577	Alex Bigazzi	290
578	Brian Doucet	290
579	Wendy A. Kellogg	290
580	Ajay M. Garde	288
581	Susannah Bunce	286
582	Kurt G. Paulsen	286
583	Susan L. Bradbury	283
584	Amelie Y. Davis	277
585	Jonathan Martin	276
586	Michael B. Lowry	276
587	John W. Keller	275
588	Joe Qian	275
589	Maged Senbel	273
590	C. Scott Smith	271
591	Jeff Birchall	270
592	Gerardo Sandoval	270
593	Rui Wang	268
594	Laura E. Taylor	264
595	Timothy F. Welch	262
596	Todd Ellis	261
597	Christopher Bitter	261
598	Marisa Zapata	256
599	David Prytherch	255
600	Raymond Asomani-Boateng	255
601	Deden Rukmana	252
602	Eric Schiefer	247
603	Anton C. Nelessen	247
604	Olurominiyi Ibitayo	247
605	Stephen Buckman	245
606	Jeremy Pittman	245
607	Meghan Gough	243
608	Makena Coffman	240
609	Mario Carrier	240
610	Deirdre Pfeiffer	240
611	Alenka Poplin	239
612	Rui Li	237
613	Ryan P. Allen	237
614	Michael Boswell	236
615	Cecilia Giusti	236
616	William J. Siembieda	236
617	Rosie Tighe	235
618	Ryan Walker	235
619	Edmund Merem	235
620	Avrum J. Shriar	233
621	Bumjoon Kang	231
622	Allan W. Shearer	229
623	Zhenhua Chen	227
624	Eric Rapaport	226
625	Bum Seok Chun	225
626	Luciano Minerbi	223
627	Claudia B. Isaac	222
628	Charles Santo	222
629	William M. Fleming	221
630	Gérard Beaudet	220
631	Patricia Manuel	219
632	David J. Nemeth	219
633	Nonita Yap	219
634	Jae Hong Kim	215
635	Karen J. Gibson	215
636	Diane L. Zahm	215
637	Robert Goodspeed	215
638	Kathryn Frank	213
639	Franck Scherrer	213
640	Rainer vom Hofe	212
641	Kyle Y. Whitfield	212
642	Damian Pitt	209
643	Nicholas Klein	209
644	Paul Rollinson	209
645	Joan M. Welch	204
646	Ivy Lingqian Hu	204
647	Judith Grant Long	203
648	Mary Beth Schlemper	203
649	David A. Lewis	201
650	Danilo Palazzo	194
651	John Felkner	192
652	Jan Whittington	191
653	Robin Ersing	191
654	Patrick L. Lawrence	190
655	Andrew Mondschein	189
656	Danielle Labbé	189
657	Maria Rendon	188
658	Joochul Kim	185
659	Mulatu Wubneh	185
660	Michael Lens	185
661	Monica A. Haddad	184
662	Cornelius Nuworsoo	184
663	Ronald Malega	181
664	David Amborski	179
665	Kerry Brooks	178
666	Steven Spears	178
667	Jane Rongerude	177
668	Mintesnot Woldeamanuel	176
669	Michael Larice	172
670	Jesse Saginor	172
671	Zeynep Toker	172
672	Sumei Zhang	168
673	April Jackson	166
674	Earthea Nance	165
675	Chang-Shan Huang	164
676	Carrie Makarewicz	163
677	Sujata Shetty	163
678	Janice Barry	162
679	John W. Fuller	161
680	Robert S. Bristow	156
681	Sarah Coffin	156
682	David Bieri	155
683	Michelle Buckley	154
684	Caitlin Dyckman	153
685	Andrei Lapenas	152
686	Daniel DeCaro	152
687	Brenda Parker	151
688	Hyeon-Shic Shin	150
689	Anthony Middlebrooks	149
690	James E. Mower	149
691	Maria Martinez-Cosio	148
692	Barbara Rahder	145
693	Bev Wilson	143
694	Carrie Mitchell	141
695	Karen Mulcahy	141
696	William F. Menking	140
697	David Lemberg	139
698	David F. Brown	139
699	Bhuiyan Alam	139
700	Jennifer J. Foster	139
701	Gordon Douglas	138
702	Beverly A. Sandalack	135
703	Rodrigo Cantarero	134
704	Bonnie Johnson	134
705	Arlie Adkins	132
706	Mikiko Terashima	132
707	Michael Tomlan	132
708	Kristin Larsen	131
709	Elsie Harper-Anderson	130
710	Matthias Sweet	130
711	Daniel Piatkowski	130
712	Kenya Covington	129
713	Carolyn McAndrews	129
714	Ilir Bejleri	129
715	Guoping Huang	128
716	Jason Reece	128
717	Kristen B. Crossney	127
718	Ward Thomas	125
719	Maggie Valentine	125
720	Robert Schneider	125
721	Leith Deacon	124
722	Ashok Das	124
723	Stacey Sutton	124
724	Timothy LeDoux	123
725	Lisa Bjorkman	123
726	Jean-Philippe Meloche	122
727	Philip Stoker	122
728	Ayse Yonder	120
729	Lucius Hallett	120
730	Theodore Jojola	119
731	Susan Roakes	118
732	Gerardo Navas-Davila	118
733	Kristina Currans	118
734	David Hsu	117
735	Jeffrey Lowe	116
736	Sherry Bame	115
737	Alana Boland	114
738	Jacob Wagner	114
739	Jessica Sewell	112
740	Jake Wegmann	111
741	Asl?gül Göçmen	111
742	Lalita Sen	111
743	Yanmei Li	110
744	Kate Lowe	110
745	Jonathan Massey	109
746	Rajinder Jutla	109
747	Kelcie Ralph	109
748	Rebecca C. Lewis	109
749	Priyam Das	109
750	Ben Clark	109
751	Maura Allaire	108
752	Stephanie R. Ryberg	108
753	Leah Meisterlin	107
754	Bethany M. Stich	106
755	Timothy O. Borich	106
756	Linda Shi	105
757	Jianling Li	104
758	Andrew Whittemore	104
759	Leela Viswanathan	104
760	Alessandro Rigolon	103
761	Johanna W. Looye	103
762	Larry Lawhon	103
763	Megan L. Heckert	102
764	Behrooz Kalantari	102
765	Nik Luka	102
766	Noel Keough	101
767	Kami Pothukuchi	101
768	Yunji Kim	101
769	Benjamin Ofori-Amoah	101
770	Michael Holleran	100
771	John FitzSimons	97
772	Rachel Berney	96
773	Manish Shirgaokar	96
774	Marcela González Rivas	95
775	Caroline E. Scruggs	95
776	Luna Khirfan	95
777	Andrew Rumbach	95
778	Mark Manone	94
779	Carolyn G. Loh	93
780	Matin Katirai	92
781	Carlton Basmajian	92
782	Gabrielle Esperdy	92
783	Anuradha Mukherji	92
784	C. Scott Dempwolf	91
785	Kelly Main	91
786	Yanqing Xu	91
787	Ardeshir Anjomani	91
788	Zeenat Kotval-Karamchandani	91
789	Louis Merlin	90
790	Carla Chifos	89
791	Curtis Winkle	88
792	Enid Arvidson	88
793	Thomas Schurch	87
794	Galen D. Newman	87
795	Joanna Ganning	86
796	Laura Harjo	85
797	Ariel Bierbaum	85
798	Genevieve Cloutier	85
799	Laiyin Zhu	84
800	Dawn Jourdan	83
801	Jesse LeCavalier	82
802	Michelle M. Thompson	79
803	Ryan Gibson	79
804	Paula Negron	79
805	Alan Weinstein	79
806	Stephen J. Ramos	78
807	Tara Goddard	78
808	Richard DiFrancesco	78
809	Greg Newmark	78
810	Matthew Gebhardt	77
811	Juan Torres	76
812	George Bevan	75
813	Jason Jackson	75
814	Richard S. Booth	74
815	Jay Emerson	73
816	Nicholas Brunet	72
817	Eric J. Strauss	71
818	Kian Goh	71
819	Saurabh Lall	71
820	Lynne M. Dearborn	71
821	Xueming Chen	71
822	Danielle Spurlock	70
823	Amir Hajrasouliha	70
824	Krystopher Chutko	69
825	Katherine Lieberknecht	69
826	Sarah Hinners	68
827	Revel Sims	67
828	Michael Hooper	67
829	Biswa R. Das	67
830	Noah Durst	67
831	Pamela E. Foti	66
832	Ronald Pushchak	66
833	Anna Joo Kim	65
834	Rafael L. Irizarry Odlum	65
835	George W. Dougherty	65
836	Matthew Ruther	65
837	Nicola Ulibarri	64
838	Andrew Sanderford	63
839	Moe Chowdhury	62
840	Larry Beasley	62
841	Kirk E. Harris	61
842	Gary D. Taylor	61
843	Seth Pipkin	60
844	Charisma Acey	60
845	Ahmed Allahwala	59
846	Ahsan Habib	59
847	Gwen Urey	59
848	Divya Chandrasekhar	59
849	Joan M. Wesley	58
850	Andrew Greenlee	58
851	Grant Cunningham	57
852	Manish Chalana	57
853	R. Dawn Hawley	57
854	Elías R. Gutiérrez Sanchez	57
855	Calvin O. Masilela	56
856	John E. Benhart	56
857	Mary-Ellen Tyler	56
858	David J. Edelman	56
859	Orly Linovski	55
860	Archana Sharma	55
861	Dolores Foley	55
862	Laura Saija	54
863	I-Shian Suen	53
864	Wenwen Zhang	52
865	Sanjeev Vidyarthi	52
866	Dyana Mason	51
867	Taro Narahara	51
868	Mark Groulx	51
869	Geoffrey J. Booth	50
870	Jaap Vos	49
871	Mark Reinberger	47
872	Danya Rumore	47
873	Harley F. Etienne	46
874	Joy A. Fritschle	46
875	Jane Case Lilly	45
876	Jenny H. Liu	45
877	Jeffrey Doshna	44
878	Megan Horst	44
879	Samia Kirchner	44
880	Alexander D'Hooghe	43
881	Kelly L. Kinahan	42
882	Sheri Smith	42
883	Bryce Lowery	41
884	Sanglim Yoo	41
885	Mohammad Gharipour	41
886	Michaele Pride	40
887	Robert A. Jones	39
888	Chukudi Izeogu	39
889	Andrea Roberts	38
890	Georgeen Theodore	38
891	Barbara Wilson	37
892	Andrzej Zarzycki	37
893	Vincent Reina	37
894	Kimberley Kinder	36
895	Suzanne Lanyi Charles	36
896	David van Vliet	36
897	Ren Thomas	35
898	Tonya Nashay Sanders	35
899	Steven Webber	35
900	Shomon Shamsuddin	35
901	Dohyung Kim	35
902	Francisco Alaniz Uribe	34
903	Barbara Faga	34
904	Jaclene Begley	34
905	Jay Mittal	34
906	Dorothy Ives Dewey	34
907	John Zuck	34
908	Stephen Goldsmith	33
909	Mi Shih	33
910	Daniel D'Oca	33
911	Carmen M. Concepcion Rodrigu	33
912	Roxane Lavoie	33
913	Jesus J. Lara	33
914	Alvaro Huerta	32
915	Jeffrey Chusid	32
916	Nicole Ngo	31
917	Stefan Al	31
918	Heather L. Khan	30
919	Jack Crowley	30
920	Rebecca Walter	30
921	Conrad Christiaan Kickert	29
922	Willow Lung-Amam	29
923	Jacques Fisette	29
924	John Shapiro	28
925	Anette Freytag	28
926	Jason Charalambides	28
927	Wolfram Hoefer	27
928	Ning Ai	26
929	Tamara Laninga	26
930	Kate Nesse	25
931	Jeff Casello	25
932	Anna Livia Brand	25
933	Huston Gibson	25
934	Alberto Fuentes	25
935	K. Meghan Wieters	24
936	Nina David	24
937	Maya Wiley	24
938	John C. Harris	23
939	Stephanie Rolley	23
940	Melissa Currie	23
941	Maritza Barreto Orta	23
942	Dean Almy	23
943	Miriam Porter	22
944	Mary Anne Alabanza Akers	22
945	Jason S. Brody	22
946	Luis E. Santiago Acevedo	22
947	Moises Gonzales	21
948	Ric Richardson	21
949	Evangeline Linkous	21
950	Clayton Howard	21
951	Francesca Ammon	20
952	Gary W. Coutu	20
953	Kareem M. Usher	20
954	Evandro C. Santos	20
955	Dayana M. Salazar	19
956	Nicholas J. Marantz	19
957	Lauri Macmillan	19
958	Yunmi Park	19
959	Jennifer Minner	19
960	Gregory Morrow	18
961	Sai Balakrishnan	18
962	Emmanuel Frimpong Boamah	17
963	Joseph Vonasek	17
964	Liza Pappas	17
965	La Barbara Wigfall	16
966	Amber Woodburn	16
967	Meagan Ehlenz	16
968	Tom Narins	16
969	Lisa DeChano-Cook	16
970	Sudeshna Ghosh	15
971	Abhinav Alakshendra	15
972	James P. Lewandowski	15
973	Ana Paula Pimentel Walker	15
974	Suwan Shen	14
975	Steven W. Peuquet	14
976	Zhixi Cecilia Zhuang	13
977	Frank Palermo	12
978	Richard R. Tangum	12
979	Naomi Adiv	12
980	Eric Bardenhagen	12
981	Russell J. Fricano	12
982	Karl Leiker	12
983	Shelagh McCartney	11
984	Felix R. Barreto	11
985	Ashima Krishna	11
986	Stephanie Frank	11
987	Tim Green	10
988	Stephan Gray	10
989	Suzanne Morse Moomaw	10
990	Jennifer Tucker	10
991	Amrita Singh	10
992	Dristi Neog	10
993	Beth Wielde Heidelberg	10
994	Kimberly Burton	10
995	Bruce W. Frankel	10
996	Mattijs van Maasakkers	9
997	Darius Sollohub	9
998	Grant Jacobson	9
999	Alfred D. Price	9
1000	Michel Dufresne	9
1001	Yuseung Kim	8
1002	Fernando Burga	8
1003	Sweta Byahut	8
1004	Kyle Ezell	8
1005	Earl Gooding	8
1006	Serena Alexander	7
1007	Benjamin Teresa	7
1008	Kathryn L. Howell	7
1009	Johanne Brochu	7
1010	Kate John-Adler	7
1011	John Devlin	7
1012	Megan E. Heim LaFrombois	6
1013	Craig Olwert	6
1014	Yunwoo Nam	6
1015	Carole Galante	6
1016	Antonio Raciti	5
1017	Alison L. Smith	5
1018	Flavia Montenegro-Menezes	5
1019	Berneece Herbert	5
1020	Eran Kaplinsky	5
1021	Felipe Correa	5
1022	John West	5
1023	Max Michel Raynaud	5
1024	Toni L. Griffin	5
1025	So-Ra Baek	4
1026	Sheri Longboat	4
1027	Criseida Navarro-Diaz	4
1028	Richard J. Hoch	4
1029	Ronald Keeble	4
1030	Gary Stith	4
1031	Thomas Skuzinski	3
1032	Darrel Ramsey-Musolf	3
1033	Rajyashree Narayanareddy	3
1034	Talya Thomas	3
1035	Brian Conz	3
1036	Enrique Figueroa	3
1037	Fran Jacobs	3
1038	Sangwoo "Marty" Sung	2
1039	Tisha Holmes	2
1040	Courtney Knapp	2
1041	Don Leonard	2
1042	Leah Hollstein	2
1043	Aaron Rollins	2
1044	Lohren Deeg	2
1045	Michel Guenet	2
1046	Gary Austin	2
1047	Umit Yilmaz	2
1048	Mitchell Kosny	2
1049	Gordon Scholz	2
1050	Alexandra Flynn	1
1051	Krista M. Evans	1
1052	Marcus Hendricks	1
1053	Ivis Garcia Zambrana	1
1054	Samuel Ndegeah	1
1055	Sara Hamideh	1
1056	Ted Grevstad-Nordbrock	1
1057	Alina Gross	1
1058	Allie Thomas	1
1059	Jeremy Merrill	1
1060	Julie Dickey	1
1061	Matthew Clary	1
1062	Jae Teuk Chin	1
1063	Dina Adbulkarim	1
1064	Maria Arquero de Alarcon	1
1065	Abuduwasiti Wulamu	1
1066	Norma I. Peña-Rivera	1
1067	Tobiah Horton	1
1068	Charles Warnken	1
1069	Marco Musiana	1
1070	Margo Hill	1
1071	Janet Cherrington-Cucore	1
1072	Ashley Steffens	1
1073	Richard Alomar	1
1074	Sammy Kent Anderson	1
1075	Julianna Delgado	1
1076	Joy Swallow	1
1077	Avi Akkerman	1
1078	Scott I. Truex	1

Table 2: Planning Faculty, Citation Counts Normalized by Years Since Terminal Degree

Rank	Faculty	Cites/Years	Diff.Cites
1	Neil Brenner	1320.5	2
2	Michael Storper	1026.9	-1
3	Lawrence D. Frank	978.8	1
4	AnnaLee Saxenian	883	-2
5	Nik Theodore	786.1	5
6	Ralph Buehler	545.6	38
7	Martha Feldman	507.6	0
8	Stewart Fotheringham	502.9	-3
9	Reid Ewing	472.5	-3
10	Jason Cao	437.7	38
11	Julian Agyeman	431.5	2
12	Daniel Rodriguez	415.8	11
13	Rob Shields	401.6	7
14	John Pomeroy	393.4	-3
15	John M. Bryson	391.6	-8
16	Albert Saiz	373	18
17	Karen Kohfeld	359.4	9
18	Ananya Roy	358.2	12
19	John Forester	356	-11
20	Zoe Hamstead	355	354
21	Ahmed El-Geneidy	343.2	40
22	Isabelle Thomas	339.8	31
23	Marina Alberti	334.8	-7
24	Marlon Boarnet	334.7	-7
25	Robert Bullard	316	-15
26	Samuel D. Brody	289.5	26
27	Duncan Knowler	287.9	14
28	Jonathan Moore	271	58
29	Jennifer Dill	270.5	29
30	Mildred Warner	268.6	7
31	Stephanie E. Chang	263.8	2
32	Jennifer Wolch	263.2	-20
33	Austin Troy	262.4	29
34	Mark Purcell	257.5	15
35	Manuel J. Rodriguez	257.5	1
36	Yan Song	256.7	37
37	Richard Shearmur	244.3	20
38	Timothy Beatley	232.4	-14
39	Dawn C. Parker	231.9	31
40	Dale Whittington	230.7	-25
41	Susanna B. Hecht	228	-22
42	Paul Waddell	226.1	-10
43	Chanam Lee	225.6	47
44	Teresa Caldeira	225	-26
45	Ann Forsyth	221.9	-6
46	Ingrid Gould Ellen	215.7	8
47	Eric Klopfer	214	13
48	Deepak Rajagopal	213.7	116
49	Trisalyn Nelson	211	60
50	Roger H. Keil	210.3	-8
51	Jonn Axsen	207.3	140
52	Arthur C. Nelson	207	-24
53	Amy K. Glasmeier	206.1	-22
54	Genevieve Giuliano	205	-32
55	Nathan McClintock	204.1	162
56	Lawrence Susskind	198.7	-42
57	Michael Duncan	198.3	81
58	Himanshu Grover	198.3	138
59	Philip R. Berke	191.2	-32
60	Noreen McDonald	188.3	64
61	Zhong-Ren Peng	185	2
62	David Geltner	184.9	-17
63	Shima Hamidi	182.3	358
64	David Wachsmuth	180.5	308
65	Chris Tilly	176.5	-15
66	Jason Hackworth	175.9	23
67	Lance Freeman	174.8	11
68	Jason Corburn	171.3	43
69	Jeff Brown	167.5	51
70	Youqin Huang	166.5	36
71	Michael Stoll	166.3	5
72	Kelli Larson	165.6	68
73	William N Dunn	161.8	-52
74	Alan A. Lew	159.8	-23
75	Leonie Sandercock	157.7	-46
76	Kristof Van Assche	156.9	59
77	Bram Noble	156.4	44
78	Joyce Davidson	156.1	39
79	Randall L. Guensler	155	-4
80	Sheldon Krimsky	153.3	-55
81	Alexander Buyantuev	152.8	121
82	Lawrence W. Martz	152.6	-27
83	Yang Zhang	151.8	95
84	Timothy McDaniels	150.5	-19
85	T.William Lester	150.1	148
86	James DeFilippis	150	28
87	James W. Hughes	143.1	26
88	Elizabeth Currid-Halkett	142.2	101
89	Brian Stone	140.9	38
90	Steven C. Bourassa	140.3	-21
91	Raphael Bostic	135.8	1
92	Jeffrey Bielicki	134.8	172
93	John L. Renne	134.5	91
94	Randall Crane	134.4	-23
95	Barry Checkoway	134.4	-55
96	Evelyn Pinkerton	134.1	-40
97	William Rohe	134	-51
98	Brian Taylor	133.8	-15
99	Lisa J. Servon	132.7	-1
100	Scott Spak	131.6	165
101	Richard Joseph Jackson	131.2	-66
102	Paul Ong	129.8	-43
103	Casey J. Dawkins	129.4	57
104	Claude Lavoie	129.2	-8
105	Stefan Kipfer	128.9	75
106	Marilyn Taylor	127.9	-68
107	Chengri Ding	126.6	0
108	Robert A. Beauregard	126.1	-64
109	Daniel Schneider	125.1	-27
110	Amy Hillier	125.1	34
111	Damian Collins	124.5	74
112	Paul Hess	124.2	35
113	Justin Hollander	123.4	119
114	Paul Galpern	122.7	253
115	Jeremy Pittman	122.5	491
116	Andres Sevtsuk	122.4	185
117	Abel Valenzuela	121.3	-18
118	Ragui A. Assaad	120.5	-33
119	Robert Patrick	120.4	122
120	Gerrit J. Knaap	119.9	-54
121	David W. Marcouiller	119.8	-27
122	Dowell Myers	119.2	-58
123	Greg Schrock	118.8	185
124	Anastasia Loukaitou-Sideris	118.5	-43
125	Kristina Currans	118	608
126	John D. Landis	117.1	-58
127	Edward G. Goetz	117	-48
128	Roberto G. Quercia	116.3	-37
129	J.R. DeShazo	116	-4
130	Xinhao Wang	114.8	-26
131	Michael Manville	113.3	160
132	Markus Moos	113.3	253
133	Walter G. Peacock	112.8	-53
134	Justin Steil	112.3	416
135	Scott D. Campbell	111.4	-42
136	Raktim Mitra	110.7	216
137	Sean Cox	110.5	19
138	Walter Nicholls	110.5	62
139	Mark Jaccard	110	-55
140	P. Christopher Zegras	109.8	78
141	Gary Dean Painter	109.7	-15
142	Catherine T. Lawson	108.9	-3
143	Weiping Wu	107.5	-14
144	Todd Schenk	107	416
145	Steve C. Hankey	107	343
146	Jennifer Clark	106.1	60
147	Michael Kuby	105.9	-59
148	Anne K. Salomon	105.7	106
149	Linda Shi	105	607
150	Alan Walks	104.9	60
151	Loren Lutzenhiser	103.1	-54
152	Mark Roseland	102.7	-36
153	Balakrishnan Rajagopal	102.2	23
154	Steven Handel	102.1	-87
155	Larissa Larsen	102	-14
156	Theresa Garvin	102	6
157	Daniel B. Hess	101.6	64
158	Yunji Kim	101	610
159	Marc Schlossberg	99.9	31
160	Mai Nguyen	99.1	89
161	Nezar Alsayyad	98.9	-61
162	Martino Tran	98.6	219
163	Thomas J. Campanella	98.3	11
164	Zhenghong Tang	98	115
165	Hiroyuki Iseki	97.3	66
166	Shalini Misra	96.4	188
167	Thomas W. Sanchez	96	-21
168	Qing Shen	95.2	-40
169	Richard D. Margerum	95.1	-33
170	Robert Fishman	94.2	-98
171	Rodolfo D. Torres	92.3	-84
172	Jill Grant	91.9	-50
173	Faranak Miraftab	91.8	-25
174	Todd BenDor	90.9	123
175	Lilian Alessa	90.8	-6
176	Glenn S. Johnson	90.5	-22
177	Lawrence J. Vale	89.6	-76
178	Jose A. Gomez-Ibanez	88.6	-101
179	Sungyop Kim	88.1	81
180	Evelyn Blumenberg	88.1	-28
181	Samina Raja	87.3	43
182	Joshua Drucker	87	148
183	Kathe Newman	86.9	25
184	Vivek Shandas	86.2	87
185	Nebiyou Tilahun	85.9	198
186	Robert W. Burchell	85.7	-112
187	Alexander Karner	84.8	254
188	Yingling Fan	84.5	127
189	Robert Brown	83.8	-81
190	Eran Ben-Joseph	83.4	-25
191	David R. Paul	82.5	7
192	Lois Takahashi	82.2	-49
193	Peter G. Rowe	81.8	-75
194	Kevin P. Czajkowski	81.8	-22
195	Erick Guerra	81.8	308
196	Lisa Schweitzer	81.6	73
197	Robert G. Paterson	81.4	30
198	Sonia Hirt	81.4	64
199	Daniel G. Chatman	80.7	86
200	Avis C. Vidal	79.6	-95
201	Shannon Van Zandt	79.1	72
202	Nan Ellin	78	-29
203	Tara Goddard	78	604
204	David Listokin	77.8	-109
205	Renee Irvin	77.7	-6
206	Jordi Honey-Rosés	77.5	262
207	Moira Zellner	77.3	88
208	Diane E. Davis	76.9	-85
209	Eric Dumbaugh	76.9	87
210	Martine August	76.5	360
211	Jennifer Dean	76	260
212	Thomas A. Hutton	75.6	-61
213	Clinton J. Andrews	75.5	-68
214	Hilary Nixon	74.7	110
215	Janet Kelly	74.6	-54
216	Lucie Laurian	74.1	40
217	Karen Chapple	73.9	22
218	Robert Olshansky	73.8	-88
219	Mariana Arcaya	73.8	304
220	Xulin Guo	73.7	20
221	Cherie Westbrook	73.6	86
222	Greg H. Lindsey	73.3	-52
223	Elizabeth Wentz	73	-22
224	Maria Manta Conroy	72.9	20
225	Christopher A. De Sousa	72.9	20
226	Alex Bigazzi	72.5	351
227	Maggie Cowell	72.4	182
228	Damon Hall	72.1	182
229	Andre Sorensen	72	-13
230	Gary Pivo	71.3	-97
231	Victoria Basolo	71.3	-12
232	Kathy Quick	70.8	184
233	Carsten Braun	70.3	104
234	Andrea Sarzynski	69.6	106
235	Carolyn Whitzman	69.4	51
236	Aaron Golub	69.2	51
237	David Thacher	68.9	9
238	Alexandre Lebel	68.9	220
239	Jason Knouft	68.2	28
240	Daoqin Tong	68	122
241	Katherine O’Regan	67.9	-70
242	Jeremy Nemeth	67.9	121
243	Christian L. Redfearn	67.8	20
244	Daniel J. Hammel	67.7	-52
245	Tenley Conway	67.4	67
246	Rachel Weber	67.2	-10
247	Mark Rosentraub	67	-144
248	Lei Meng	67	150
249	Janelle Knox-Hayes	67	150
250	Jean Dubé	67	180
251	Noah Durst	67	579
252	Katharine N. Rankin	66.9	0
253	Paul Smoke	66.3	-98
254	Malo Andre Hutson	66.2	92
255	Carissa Schively Slotterback	66.1	63
256	Alex Schwartz	66	-90
257	Matti Siemiatycki	65.8	91
258	Jonathan Levine	64.6	-79
259	Pierre Filion	64.6	-127
260	Ming Zhang	64.4	29
261	Paul Lewis	64.4	-68
262	Sean Markey	64.3	43
263	Susan Ruddick	64.2	-76
264	Carlos Balsas	64.1	58
265	Michael Smart	64	210
266	Jason Reece	64	450
267	Branden Born	63.9	39
268	Graham Whitelaw	63.8	88
269	Florent Joerin	63.2	-14
270	Liming Wang	63.2	144
271	David R. Howell	63.1	-140
272	Elliott Sclar	63	-170
273	Peilei Fan	62.9	38
274	JiYoung Park	62.8	105
275	Ray Bromley	62.5	-160
276	Henry C. Renski	62.5	85
277	David Pijawka	62.4	-140
278	Leia Minaker	61.8	242
279	Karl Kim	61.7	-112
280	Sarah Williams	61.6	63
281	Paavo Monkkonen	61.6	138
282	William Bowen	61.4	-94
283	Kheir Al-Kodmany	61.3	-60
284	Kevin McHugh	61.1	-135
285	Laura Reese	61.1	-132
286	Ward Lyles	60.8	242
287	Bernadette Hanlon	60.2	100
288	Rachel G. Kleit	60.1	-18
289	Haifeng Qian	60.1	171
290	Mukesh Kumar	60	48
291	Richard A. Matthew	59.8	-86
292	Patricia Collins	59.6	136
293	Sun Sheng Han	59.4	-73
294	Laura Leete	58.4	-91
295	David Imbroscio	58.3	-82
296	Anne Whiston Spirn	57.9	-177
297	Tridib Banerjee	57.9	-185
298	Patricia A. Wilson	57.9	-60
299	Scott A. Bollens	57.7	-118
300	Peter Victor	57.1	-190
301	Zhenhua Chen	56.8	322
302	Richard B. Peiser	56.3	-160
303	Elizabeth Macdonald	56.3	-21
304	John Welch	56.1	-45
305	Connie P. Ozawa	55.9	-68
306	April Jackson	55.3	367
307	Sasha Tsenkova	55.1	-33
308	Gulsah Akar	55	139
309	Laura Lawson	54.6	-9
310	Zhan Guo	54.6	114
311	Betsy Donald	54.5	-23
312	Junfeng Jiao	54.5	172
313	Vicente del Rio	54.3	-101
314	Burrell E. Montz	54	-164
315	Jeff Birchall	54	276
316	Shiguo Jiang	53.7	243
317	Rebecca Miles	53.6	-123
318	Subhrajit Guhathakurta	53.6	-103
319	Dana Cuff	53.5	-156
320	Darrick Hamilton	53.3	-28
321	Jennifer Light	53.2	-27
322	Elizabeth Brabec	53.1	-94
323	Robert W. Lake	53.1	-166
324	Jean Morin	53.1	-3
325	Ned Hill	52.5	-166
326	David C. Sloane	52.4	-144
327	Timothy F. Welch	52.4	268
328	Nicholas Klein	52.3	315
329	Wenwen Zhang	52	535
330	Jorge De La Roca	51.7	236
331	Mitchell Moss	51.2	-197
332	David Tulloch	50.6	-48
333	Eva Kassens-Noor	50.6	140
334	Robert A. Simons	50.5	-112
335	Mickey Lauria	50.3	-167
336	Nikhil Kaza	50.3	107
337	Clara E. Irazábal-Zurita	49.9	8
338	Lesli Hoey	49.5	233
339	Bumsoo Lee	49.4	64
340	Jill Clark	49.4	137
341	Eric A. Morris	49.4	202
342	Chansheng He	49.3	-92
343	James Moore	49.3	-146
344	Bjorn Sletto	49.1	63
345	Stephen Buckman	49	260
346	Vinit Mukhija	48.9	-20
347	Victoria A. Beard	48.8	-30
348	David King	48.2	111
349	Andrew Kliskey	47.8	-91
350	Asha Weinstein Agrawal	47.8	5
351	Ken Lertzman	47.4	-122
352	Bruce Stiftel	47.3	-148
353	Richard W. Willson	47	-100
354	Mary E. Davis	47	21
355	Kanishka Goonewardena	46.4	-39
356	Sandeep Kumar Agrawal	46.3	-6
357	Bumjoon Kang	46.2	264
358	Meenu Tewari	46	-65
359	Nichola J. Lowe	45.9	23
360	Jill A.E. Blakley	45.8	140
361	Joseph Grengs	45.3	9
362	David Gordon	45.2	-84
363	Li Yin	45.1	31
364	Renia Ehrenfeucht	44.8	63
365	Keith Bartholomew	44.7	-139
366	Li Yang	44.7	83
367	John Lewis	44.5	65
368	DongMei Chen	44.2	-9
369	Michael Drescher	44.1	19
370	Tara McGee	43.9	-66
371	Dennis Frenchman	43.8	-22
372	Yizhao Yang	43.6	90
373	Ivonne Audirac	43.5	-139
374	Bishwapriya Sanyal	43.4	-165
375	Eugenie L. Birch	43.3	-200
376	Owen Waygood	43.3	131
377	Phuong Nguyen-Hoang	43	167
378	Sanjoy Mazumdar	42.9	-148
379	Megan Ryerson	42.8	166
380	Frank J. Popper	42.5	-222
381	Ariel Bierbaum	42.5	416
382	Mark R. Stevens	42.2	108
383	Joseph Desloges	41.8	-136
384	Manoj Shrestha	41.8	111
385	Martin Bunch	41.7	-25
386	Jerry Zhao	41.2	45
387	Kenneth D. Genskow	41.1	-11
388	Carl Amrhein	41	-163
389	Elisabeth M. Hamin	40.9	-56
390	Francis Y. Owusu	40.8	-22
391	Carolina K. Reid	40.8	22
392	Carrie Makarewicz	40.8	284
393	John McNutt	40.7	-118
394	Philip Stoker	40.7	333
395	Martin Murray	40.4	-209
396	Vikas Mehta	40.3	59
397	Robert F. Young	40.1	81
398	Rui Li	39.5	214
399	Jun Zhang	39.5	86
400	Frank Goetzke	39.4	66
401	Rachel Meltzer	39.4	136
402	Ming-Han Li	39.3	-7
403	Eric J. Heikkila	39	-146
404	Francois Proulx	39	135
405	David P. Varady	38.8	-228
406	Eric Avila	38.6	-65
407	Alec Ian Gershberg	38.4	-127
408	Harvey M. Jacobs	38.1	-160
409	Jonathan Justice	38.1	3
410	Sébastien Lord	37.7	139
411	John Gilderbloom	37.6	-168
412	Lisa Bornstein	37.6	-12
413	Michael Leaf	37.4	-111
414	William H. Butler	37.3	138
415	Ute A. Lehrer	37.1	-11
416	Henrik P. Minassians	36.9	-10
417	Christine Bae	36.7	-90
418	Lisa K. Bates	36.7	63
419	Douglas Houston	36.5	45
420	Thomas Gunton	36.4	-185
421	Brian Doucet	36.3	157
422	Kelcie Ralph	36.3	325
423	Alex Krieger	36.2	-216
424	Philip Ashton	36.1	43
425	Maura Allaire	36	326
426	Emil Malizia	35.8	-243
427	Pascal Haegeli	35.8	18
428	Robert Goodspeed	35.8	209
429	Steven Spears	35.6	237
430	John FitzGibbon	35.5	-235
431	Ruth L. Steiner	35.5	-80
432	Ralph P. Hall	35.2	59
433	Martin Lee-Gosselin	34.8	-191
434	Richard Milgrom	34.7	3
435	Gordon Douglas	34.5	266
436	Robert M. Silverman	34.4	-65
437	Deirdre Pfeiffer	34.3	173
438	Alessandro Rigolon	34.3	322
439	Joan Busquets	34.1	-228
440	Misun Hur	34.1	106
441	Natasha Iskander	34.1	63
442	C. Scott Smith	33.9	148
443	Ernest Sternberg	33.8	-133
444	Amrita Daniere	33.6	-131
445	Zeynep Celik	33.5	-164
446	Marc Doussard	33.5	107
447	Gabriella Y. Carolini	33.2	109
448	Timothy S. Chapin	33.1	-52
449	Arlie Adkins	33	256
450	Jacob Oluwoye	32.8	-151
451	J. Phillip Thompson	32.8	-183
452	Murray Rutherford	32.8	-63
453	Madhav Badami	32.8	-36
454	Jean Marie Hartman	32.6	-182
455	Neil Reid	32.4	-127
456	Clarence Woudsma	32.3	38
457	Ajay Agarwal	32.2	119
458	Christopher Coutts	32.2	53
459	Bum Seok Chun	32.1	166
460	Stephan Schmidt	32.1	54
461	Alfonso Morales	32	-117
462	W Dennis Keating	31.9	-211
463	Andrew Mondschein	31.5	192
464	Lynn Mandarano	31.4	16
465	Kazuya Kawamura	31.4	-63
466	Diana Mitsova	31.4	97
467	Cliff Ellis	31.2	-138
468	Joseph Ferreira	30.9	-254
469	Amelie Y. Davis	30.8	115
470	Rosanna G. Rivero	30.8	51
471	Ellen M. Bassett	30.5	-33
472	June Manning Thomas	30	-211
473	Sabina E. Deitrick	29.9	-134
474	Marla K. Nelson	29.2	9
475	Arnab Chakraborty	29.2	86
476	Brian A. Mikelbank	29.1	-41
477	Gregory Veeck	29	-146
478	David L. Gladstone	28.8	-27
479	Christopher Silver	28.8	-196
480	Qisheng Pan	28.6	7
481	Susannah Bunce	28.6	100
482	Yiping Fang	28.4	40
483	Thomas L. Daniels	28.4	-180
484	Joseph Heathcott	28.4	-27
485	Marisa Zapata	28.4	113
486	Emma Aguila	28.3	62
487	Liette Gilbert	28.2	-58
488	David L. Feldman	27.9	-211
489	Stacy Harwood	27.9	-24
490	Jake Wegmann	27.8	250
491	Kris Wernstedt	27.6	-127
492	Michael B. Lowry	27.6	94
493	Karen Umemoto	27.5	-73
494	Joe Qian	27.5	94
495	George O. Rogers	27.1	-186
496	Danielle Labbé	27	160
497	Jae Hong Kim	26.9	137
498	Rui Wang	26.8	95
499	Max O. Stephenson	26.7	-174
500	Adrienne Greve	26.6	62
501	Robin Boyle	26.5	-235
502	Laura Cameron	26.5	-28
503	David Miller	26.4	-156
504	Michael Lens	26.4	156
505	Dirk de Boer	26.3	-148
506	Catherine L. Ross	26.2	-216
507	Todd Ellis	26.1	89
508	Christopher Bitter	26.1	89
509	Rosie Tighe	26.1	108
510	Mahyar Arefi	26	-62
511	Daniel Piatkowski	26	200
512	Jinhua Zhao	25.9	-87
513	Philip S. Watson	25.9	52
514	Rebecca Retzlaff	25.7	55
515	Domenic Vitiello	25.7	20
516	Michelle Buckley	25.7	167
517	Patricia L. Machemer	25.6	-78
518	James A. Lagro	25.6	-140
519	Ivy Lingqian Hu	25.5	127
520	John J. Betancur	25.2	-178
521	Guoqiang Shen	25.1	-77
522	Shishir Mathur	24.9	-3
523	Siddhartha Sen	24.7	-30
524	Timothy LeDoux	24.6	200
525	John Meligrana	24.5	-73
526	Nina-Marie Lister	24.5	-73
527	Gerardo Sandoval	24.5	65
528	Richard K. Norton	24.4	-31
529	Robert Mugerauer	24.3	-253
530	Neema Kudva	24.3	-32
531	Julia Sass Rubin	24.3	-22
532	Meghan Gough	24.3	75
533	John Radke	24.2	-197
534	Laura Solitare	24.1	0
535	Laura E. Taylor	24	59
536	Michael Frisch	24	-21
537	Jerold S. Kayden	23.8	-223
538	Alec Aitken	23.8	-172
539	Kathryn Frank	23.7	99
540	Kian Goh	23.7	278
541	Saurabh Lall	23.7	278
542	Danielle Spurlock	23.3	280
543	Amir Hajrasouliha	23.3	280
544	David M. Simpson	23.2	-104
545	Nisha Botchwey	23.2	-4
546	Damian Pitt	23.2	96
547	Janice Barry	23.1	131
548	Jan Marie Fritz	22.9	-229
549	Jane Law	22.9	-50
550	Kathleen Baker	22.9	-25
551	Petra Doan	22.8	-167
552	Annette M. Kim	22.8	-21
553	James H. Spencer	22.8	-24
554	Yanqing Xu	22.8	232
555	Brent D. Ryan	22.7	-22
556	Ronald Malega	22.6	107
557	Louis Merlin	22.5	232
558	Lan Deng	22.3	6
559	Sanda Kaufman	22.2	-190
560	Raphael Fischler	22.2	-142
561	Janet Smith	22	-79
562	Margaret E. Dewar	21.9	-228
563	Laura C. Johnson	21.9	-171
564	Makena Coffman	21.8	44
565	William J. Cohen	21.7	-7
566	Matthias Sweet	21.7	144
567	Ryan P. Allen	21.5	46
568	Carolyn Ball	21.4	-167
569	Pamela Robinson	21.4	-56
570	Perry Yang	21.4	-38
571	Nicola Ulibarri	21.3	266
572	David C. Perry	21.2	-274
573	Michael A. Burayidi	21.2	-139
574	Stacey S. White	21.1	-82
575	Daniele Spirandelli	21	-24
576	Kelly L. Kinahan	21	305
577	Deden Rukmana	21	24
578	Maged Senbel	21	11
579	Mordecai Lee	20.9	-256
580	Maria Rendon	20.9	77
581	Sofia Dermisi	20.9	-27
582	Douglas Webster	20.8	-247
583	Kieran Donaghy	20.8	-192
584	Nancy Brooks	20.7	-121
585	Kirk McClure	20.5	-199
586	Lisa Bjorkman	20.5	139
587	Mark Seasons	20.4	-182
588	Kurt G. Paulsen	20.4	-6
589	Michael L. Poirier Elliott	20.3	-209
590	Sy Adler	20.3	-237
591	Jerry Anthony	20.3	-64
592	M.C. Nihal Perera	20.2	-123
593	Ruihong Huang	19.8	-21
594	Ryan Gibson	19.8	209
595	Jane Rongerude	19.7	72
596	G. William Page	19.6	-231
597	Lyna L. Wiggins	19.4	-224
598	David Bieri	19.4	84
599	Paul Zwick	19.2	-206
600	Penelope Gurstein	19.2	-174
601	Ajay M. Garde	19.2	-21
602	Jan Whittington	19.1	50
603	Daniel DeCaro	19	83
604	Andrea Roberts	19	285
605	Mikiko Terashima	18.9	101
606	Reza Banai	18.6	-216
607	Richard Greene	18.6	-287
608	Niraj Verma	18.6	-166
609	Wayne Caldwell	18.5	-163
610	Kian Tajbakhsh	18.5	-149
611	Mary M. Edwards	18.5	-103
612	Joyce Pressley	18.4	-133
613	Peter R. Mulvihill	18.4	-101
614	Charles E. Connerly	18.3	-237
615	Lorie Higgins	18.2	-47
616	Zeenat Kotval-Karamchandani	18.2	172
617	Nicholas Brunet	18	199
618	Robert Schneider	17.9	102
619	Martin H. Krieger	17.7	-287
620	Eric Schiefer	17.6	-18
621	Leonora Angeles	17.6	-116
622	Bruce Dvorak	17.4	-126
623	Jerry V. Mitchell	17.1	-201
624	Charles Santo	17.1	4
625	Megan L. Heckert	17	138
626	David Prytherch	17	-27
627	Emmanuel Frimpong Boamah	17	335
628	Mark Groulx	17	240
629	Ryan Walker	16.8	-11
630	Sumei Zhang	16.8	42
631	Revel Sims	16.8	196
632	Laiyin Zhu	16.8	167
633	Daniel B. Abramson	16.7	-78
634	Douglas Kelbaugh	16.4	-276
635	Deborah Howe	16.3	-227
636	Mark S. Winfield	16.3	-147
637	Kyle Y. Whitfield	16.3	4
638	Mintesnot Woldeamanuel	16	30
639	Manish Shirgaokar	16	134
640	Alan M. Berger	15.9	-164
641	John J. Accordino	15.9	-191
642	Bev Wilson	15.9	51
643	Rae Bridgman	15.8	-137
644	Elizabeth J. Mueller	15.8	-142
645	Caroline E. Scruggs	15.8	130
646	Edmund Merem	15.7	-27
647	Kate Lowe	15.7	97
648	Danya Rumore	15.7	224
649	Rebecca C. Lewis	15.6	99
650	Ellen J. Pader	15.5	-239
651	Leith Deacon	15.5	70
652	Allan W. Shearer	15.3	-30
653	Christopher Auffrey	15.2	-123
654	Steven G. Koven	15.2	-231
655	C. Scott Dempwolf	15.2	129
656	Margaret Carr	15.1	-223
657	Brenda Parker	15.1	30
658	Jason Jackson	15	155
659	Alenka Poplin	14.9	-48
660	Forster Ndubisi	14.8	-190
661	Jeffrey Doshna	14.7	216
662	Megan Horst	14.7	216
663	David Hsu	14.6	71
664	Jeffrey Lowe	14.5	71
665	Michael Oden	14.4	-147
666	Teresa L. Cordova	14.3	-194
667	Jesse Saginor	14.3	3
668	Laura Harjo	14.2	128
669	Zenia Z. Kotval	14.2	-122
670	Carrie Mitchell	14.1	24
671	Eric Rapaport	14.1	-47
672	Rahul Mehrotra	14	-186
673	Kenneth S. Chew	14	-219
674	Cecilia Giusti	13.9	-59
675	Jesse LeCavalier	13.7	126
676	Jean-Philippe Meloche	13.6	50
677	Robert G. Shibley	13.5	-280
678	Mary Beth Schlemper	13.5	-30
679	Stephanie R. Ryberg	13.5	73
680	David A. Lewis	13.4	-31
681	Raymond Asomani-Boateng	13.4	-81
682	Rainer vom Hofe	13.3	-42
683	John Gaber	13.3	-126
684	Michael Larice	13.2	-15
685	Michael Boswell	13.1	-71
686	Cornelius Nuworsoo	13.1	-24
687	Andrew Whittemore	13	71
688	Raymond Lifchez	12.9	-178
689	William J. Drummond	12.9	-173
690	Jon E. Rodiek	12.9	-275
691	Dyana Mason	12.8	175
692	Brenda Case Scheer	12.7	-256
693	Andrew Sanderford	12.6	145
694	Jonathan Martin	12.5	-109
695	Ashok Das	12.4	27
696	Monica A. Haddad	12.3	-35
697	Zeynep Toker	12.3	-26
698	Avrum J. Shriar	12.3	-78
699	Mark I. Wilson	12.1	-182
700	Priyam Das	12.1	49
701	Judith Grant Long	11.9	-54
702	Leah Meisterlin	11.9	51
703	Earthea Nance	11.8	-29
704	Caitlin Dyckman	11.8	-20
705	Robert B. Kent	11.7	-204
706	Wendy A. Kellogg	11.6	-127
707	Jennifer J. Foster	11.6	-7
708	Hyeon-Shic Shin	11.5	-20
709	John Felkner	11.3	-58
710	Bonnie Johnson	11.2	-6
711	Greg Newmark	11.1	98
712	John S. Pipkin	11	-256
713	Orly Linovski	11	146
714	Sujata Shetty	10.9	-37
715	Lucius Hallett	10.9	14
716	Galen D. Newman	10.9	78
717	Carolyn McAndrews	10.8	-4
718	Joanna Ganning	10.8	77
719	Matthew Ruther	10.8	117
720	Bhuiyan Alam	10.7	-21
721	Robin Ersing	10.6	-68
722	Kristen B. Crossney	10.6	-5
723	Mark Manone	10.4	55
724	Olurominiyi Ibitayo	10.3	-120
725	Stacey Sutton	10.3	-2
726	Bryce Lowery	10.3	157
727	Matin Katirai	10.2	53
728	Seth Pipkin	10	115
729	Maria Martinez-Cosio	9.9	-38
730	Karen J. Gibson	9.8	-95
731	Nancy Frank	9.8	-193
732	Susan L. Bradbury	9.8	-149
733	Guoping Huang	9.8	-18
734	Sarah Coffin	9.8	-53
735	Rachel Berney	9.6	37
736	Leela Viswanathan	9.5	23
737	Henry Louis Taylor	9.4	-213
738	Genevieve Cloutier	9.4	60
739	Anna Joo Kim	9.3	94
740	William F. Menking	9.3	-44
741	Brian W. Ohm	9.3	-167
742	Asl?gül Göçmen	9.3	-1
743	Carolyn G. Loh	9.3	36
744	Richard M. Levy	9.2	-204
745	Mario Carrier	9.2	-136
746	Yanmei Li	9.2	-3
747	Carlton Basmajian	9.2	34
748	Anuradha Mukherji	9.2	35
749	Claudia B. Isaac	8.9	-122
750	Bethany M. Stich	8.8	4
751	Stephen J. Ramos	8.7	55
752	Matthew Gebhardt	8.6	58
753	Patrick L. Lawrence	8.6	-99
754	Marcela González Rivas	8.6	20
755	Kenya Covington	8.6	-43
756	Luna Khirfan	8.6	20
757	Nik Luka	8.5	8
758	Barbara Faga	8.5	145
759	Jaclene Begley	8.5	145
760	Patricia Manuel	8.4	-129
761	William J. Siembieda	8.4	-145
762	Ahmed Allahwala	8.4	83
763	Michael Hooper	8.4	65
764	Kelly Main	8.3	21
765	Andrew Greenlee	8.3	85
766	Franck Scherrer	8.2	-127
767	Elsie Harper-Anderson	8.1	-58
768	Jacob Wagner	8.1	-30
769	Amber Woodburn	8	197
770	Andrew Seidel	7.8	-197
771	Peter G. Flachsbart	7.8	-245
772	Danilo Palazzo	7.8	-122
773	Noel Keough	7.8	-7
774	Anthony Middlebrooks	7.8	-85
775	Kristin Larsen	7.7	-67
776	Melissa Currie	7.7	164
777	Juan Torres	7.6	34
778	Hemalata Dandekar	7.4	-203
779	Leobardo F. Estrada	7.4	-243
780	Karen Mulcahy	7.4	-85
781	Divya Chandrasekhar	7.4	67
782	Joan M. Welch	7.3	-137
783	Conrad Christiaan Kickert	7.3	138
784	Donald H. Miller	7.2	-242
785	Chang-Shan Huang	7.1	-110
786	David Lemberg	7	-89
787	Paul Rollinson	7	-143
788	Shomon Shamsuddin	7	112
789	Reginald Y. Kwok	6.9	-222
790	Krystopher Chutko	6.9	34
791	Beverly A. Sandalack	6.8	-89
792	Ben Clark	6.8	-42
793	Sanglim Yoo	6.8	91
794	Sarah Hinners	6.8	32
795	Diane L. Zahm	6.7	-159
796	Alana Boland	6.7	-59
797	Charisma Acey	6.7	47
798	Kareem M. Usher	6.7	155
799	Kerry Brooks	6.6	-134
800	Ahsan Habib	6.6	46
801	Roxane Lavoie	6.6	111
802	Jonathan Massey	6.4	-57
803	David J. Nemeth	6.4	-171
804	Taro Narahara	6.4	63
805	Katherine Lieberknecht	6.3	20
806	Alberto Fuentes	6.3	128
807	Jessica Sewell	6.2	-68
808	Nicole Ngo	6.2	108
809	Vincent Reina	6.2	84
810	John W. Keller	6.1	-223
811	Ward Thomas	6	-93
812	Dawn Jourdan	5.9	-12
813	Gérard Beaudet	5.8	-183
814	George Bevan	5.8	-2
815	Robert S. Bristow	5.6	-135
816	Larry Beasley	5.6	24
817	Andrew Rumbach	5.6	-40
818	Jenny H. Liu	5.6	58
819	Ilir Bejleri	5.4	-105
820	Nonita Yap	5.3	-187
821	Meagan Ehlenz	5.3	146
822	Johanna W. Looye	5.2	-61
823	Sanjeev Vidyarthi	5.2	42
824	James E. Mower	5.1	-134
825	Lynne M. Dearborn	5.1	-5
826	Kimberley Kinder	5.1	68
827	Suzanne Lanyi Charles	5.1	68
828	Jianling Li	5	-71
829	Archana Sharma	5	31
830	Ren Thomas	5	67
831	Rebecca Walter	5	89
832	Anna Livia Brand	5	100
833	Jennifer Tucker	5	157
834	Anton C. Nelessen	4.9	-231
835	John FitzSimons	4.9	-64
836	Paula Negron	4.9	-32
837	Jay Mittal	4.9	68
838	Andrei Lapenas	4.8	-153
839	David Amborski	4.8	-175
840	Biswa R. Das	4.8	-11
841	Willow Lung-Amam	4.8	81
842	Nicholas J. Marantz	4.8	114
843	Yunmi Park	4.8	115
844	Rajinder Jutla	4.7	-98
845	Joochul Kim	4.7	-187
846	Larry Lawhon	4.7	-84
847	Michelle M. Thompson	4.6	-45
848	Harley F. Etienne	4.6	25
849	Barbara Wilson	4.6	42
850	Alvaro Huerta	4.6	64
851	Mohammad Gharipour	4.6	34
852	Jane Case Lilly	4.5	23
853	Maggie Valentine	4.5	-134
854	William M. Fleming	4.5	-225
855	Rodrigo Cantarero	4.5	-152
856	Laura Saija	4.5	6
857	Sai Balakrishnan	4.5	104
858	Susan Roakes	4.4	-127
859	Mulatu Wubneh	4.4	-200
860	Kami Pothukuchi	4.4	-93
861	Barbara Rahder	4.4	-169
862	Manish Chalana	4.4	-10
863	Luciano Minerbi	4.3	-237
864	Joy A. Fritschle	4.2	10
865	Kate Nesse	4.2	65
866	Mi Shih	4.1	43
867	Timothy O. Borich	4.1	-112
868	Ayse Yonder	4	-140
869	Gabrielle Esperdy	4	-87
870	Carla Chifos	4	-80
871	Enid Arvidson	4	-79
872	Samia Kirchner	4	7
873	Anette Freytag	4	52
874	Alexander D'Hooghe	3.9	6
875	Stefan Al	3.9	42
876	John C. Harris	3.8	62
877	Jennifer Minner	3.8	82
878	Michael Holleran	3.7	-108
879	Ning Ai	3.7	49
880	Gregory Morrow	3.6	80
881	Behrooz Kalantari	3.6	-117
882	Benjamin Ofori-Amoah	3.6	-113
883	George W. Dougherty	3.6	-48
884	Joan M. Wesley	3.6	-35
885	Sherry Bame	3.5	-149
886	Suwan Shen	3.5	88
887	Serena Alexander	3.5	119
888	Evangeline Linkous	3.5	61
889	David F. Brown	3.4	-191
890	Richard DiFrancesco	3.4	-82
891	Joseph Vonasek	3.4	72
892	Jay Emerson	3.3	-77
893	Theodore Jojola	3.3	-163
894	Amrita Singh	3.3	97
895	John W. Fuller	3.2	-216
896	Francisco Alaniz Uribe	3.1	6
897	Michael Tomlan	3.1	-190
898	Heather L. Khan	3	20
899	Thomas Schurch	3	-106
900	Moises Gonzales	3	47
901	Sudeshna Ghosh	3	69
902	Naomi Adiv	3	77
903	Ana Paula Pimentel Walker	3	70
904	Curtis Winkle	2.8	-113
905	Liza Pappas	2.8	59
906	Huston Gibson	2.8	27
907	Jesus J. Lara	2.8	6
908	Jason S. Brody	2.8	37
909	Ashima Krishna	2.8	76
910	K. Meghan Wieters	2.7	25
911	I-Shian Suen	2.7	-48
912	Dohyung Kim	2.7	-11
913	Sheri Smith	2.6	-31
914	Moe Chowdhury	2.6	-75
915	Gerardo Navas-Davila	2.6	-183
916	Gwen Urey	2.6	-69
917	Xueming Chen	2.6	-96
918	Clayton Howard	2.6	32
919	Grant Cunningham	2.5	-68
920	Tim Green	2.5	67
921	Abhinav Alakshendra	2.5	50
922	R. Dawn Hawley	2.4	-69
923	John E. Benhart	2.4	-67
924	Georgeen Theodore	2.4	-34
925	Nina David	2.4	11
926	Kirk E. Harris	2.3	-85
927	Lalita Sen	2.3	-185
928	Ardeshir Anjomani	2.3	-141
929	Benjamin Teresa	2.3	78
930	Michaele Pride	2.2	-44
931	Jaap Vos	2.2	-61
932	Francesca Ammon	2.2	19
933	Stephanie Frank	2.2	53
934	Pamela E. Foti	2.1	-103
935	Robert A. Jones	2.1	-48
936	Tonya Nashay Sanders	2.1	-38
937	Daniel D'Oca	2.1	-27
938	Gary D. Taylor	2	-96
939	Jason Charalambides	2	-13
940	David van Vliet	2	-44
941	Tamara Laninga	2	-12
942	Eric J. Strauss	1.9	-125
943	Calvin O. Masilela	1.9	-88
944	Alan Weinstein	1.9	-139
945	Dolores Foley	1.9	-84
946	Stephen Goldsmith	1.8	-38
947	Rafael L. Irizarry Odlum	1.8	-113
948	Ronald Pushchak	1.8	-116
949	Shelagh McCartney	1.8	34
950	Mattijs van Maasakkers	1.8	46
951	Tom Narins	1.8	17
952	Mary-Ellen Tyler	1.7	-95
953	Jeff Casello	1.7	-22
954	Eric Bardenhagen	1.7	26
955	John West	1.7	67
956	Geoffrey J. Booth	1.6	-87
957	Richard S. Booth	1.6	-143
958	Mark Reinberger	1.6	-87
959	Dorothy Ives Dewey	1.6	-53
960	Fernando Burga	1.6	42
961	Andrzej Zarzycki	1.5	-69
962	Wolfram Hoefer	1.5	-35
963	Megan E. Heim LaFrombois	1.5	49
964	John Zuck	1.4	-57
965	Kathryn L. Howell	1.4	43
966	Evandro C. Santos	1.4	-12
967	Elías R. Gutiérrez Sanchez	1.3	-113
968	Steven Webber	1.3	-69
969	David J. Edelman	1.3	-111
970	Zhixi Cecilia Zhuang	1.3	6
971	Sweta Byahut	1.3	32
972	Miriam Porter	1.2	-29
973	Carmen M. Concepcion Rodrigu	1.2	-62
974	Gary W. Coutu	1.2	-22
975	Luis E. Santiago Acevedo	1.2	-29
976	Chukudi Izeogu	1.1	-88
977	Maritza Barreto Orta	1.1	-36
978	Dristi Neog	1.1	14
979	Grant Jacobson	1.1	19
980	Stephan Gray	1	8
981	Yuseung Kim	1	20
982	Johanne Brochu	1	27
983	Thomas Skuzinski	1	48
984	Sangwoo "Marty" Sung	1	54
985	Alexandra Flynn	1	65
986	Krista M. Evans	1	65
987	Marcus Hendricks	1	65
988	Jeffrey Chusid	0.9	-73
989	Lisa DeChano-Cook	0.9	-20
990	Mary Anne Alabanza Akers	0.8	-46
991	Jacques Fisette	0.8	-68
992	Maya Wiley	0.8	-55
993	Dean Almy	0.8	-51
994	Craig Olwert	0.8	19
995	Antonio Raciti	0.8	21
996	Beth Wielde Heidelberg	0.8	-3
997	So-Ra Baek	0.8	28
998	John Shapiro	0.7	-74
999	Dayana M. Salazar	0.7	-44
1000	Jack Crowley	0.7	-81
1001	Stephanie Rolley	0.7	-62
1002	Kate John-Adler	0.7	8
1003	Sheri Longboat	0.7	23
1004	Tisha Holmes	0.7	35
1005	Ric Richardson	0.6	-57
1006	James P. Lewandowski	0.6	-34
1007	Russell J. Fricano	0.6	-26
1008	Alison L. Smith	0.6	9
1009	Flavia Montenegro-Menezes	0.6	9
1010	Kimberly Burton	0.6	-16
1011	Steven W. Peuquet	0.6	-36
1012	Darrel Ramsey-Musolf	0.6	20
1013	Max Michel Raynaud	0.6	10
1014	Lauri Macmillan	0.5	-57
1015	John Devlin	0.5	-4
1016	Berneece Herbert	0.5	3
1017	Courtney Knapp	0.5	23
1018	Don Leonard	0.5	23
1019	Leah Hollstein	0.5	23
1020	Frank Palermo	0.4	-43
1021	La Barbara Wigfall	0.4	-56
1022	Eran Kaplinsky	0.4	-2
1023	Rajyashree Narayanareddy	0.4	10
1024	Talya Thomas	0.4	10
1025	Yunwoo Nam	0.4	-11
1026	Aaron Rollins	0.4	17
1027	Felix R. Barreto	0.3	-43
1028	Suzanne Morse Moomaw	0.3	-39
1029	Darius Sollohub	0.3	-32
1030	Felipe Correa	0.3	-9
1031	Criseida Navarro-Diaz	0.3	-4
1032	Richard J. Hoch	0.3	-4
1033	Kyle Ezell	0.3	-29
1034	Karl Leiker	0.3	-52
1035	Brian Conz	0.3	0
1036	Toni L. Griffin	0.3	-12
1037	Ivis Garcia Zambrana	0.3	16
1038	Samuel Ndegeah	0.3	16
1039	Sara Hamideh	0.3	16
1040	Ted Grevstad-Nordbrock	0.3	16
1041	Alina Gross	0.3	16
1042	Allie Thomas	0.3	16
1043	Jeremy Merrill	0.3	16
1044	Julie Dickey	0.3	16
1045	Matthew Clary	0.3	16
1046	Richard R. Tangum	0.2	-68
1047	Bruce W. Frankel	0.2	-52
1048	Alfred D. Price	0.2	-49
1049	Michel Dufresne	0.2	-49
1050	Earl Gooding	0.2	-45
1051	Carole Galante	0.2	-36
1052	Jae Teuk Chin	0.2	10
1053	Dina Adbulkarim	0.2	10
1054	Ronald Keeble	0.1	-25
1055	Gary Stith	0.1	-25
1056	Enrique Figueroa	0.1	-20
1057	Fran Jacobs	0.1	-20
1058	Lohren Deeg	0.1	-14
1059	Michel Guenet	0.1	-14
1060	Gary Austin	0.1	-14
1061	Umit Yilmaz	0.1	-14
1062	Mitchell Kosny	0.1	-14
1063	Maria Arquero de Alarcon	0.1	1
1064	Abuduwasiti Wulamu	0.1	1
1065	Norma I. Peña-Rivera	0.1	1
1066	Tobiah Horton	0.1	1
1067	Charles Warnken	0.1	1
1068	Marco Musiana	0.1	1
1069	Margo Hill	0.1	1
1070	Gordon Scholz	0	-21
1071	Janet Cherrington-Cucore	0	0
1072	Ashley Steffens	0	0
1073	Richard Alomar	0	0
1074	Sammy Kent Anderson	0	0
1075	Julianna Delgado	0	0
1076	Joy Swallow	0	0
1077	Avi Akkerman	0	0
1078	Scott I. Truex	0	0

Table 3: Planning Faculty, Citation Counts Normalized by Years²

Rank	Faculty	Cites/Years^2	Diff.Cites
1	Zoe Hamstead	177.5	374
2	Kristina Currans	118	732
3	Linda Shi	105	754
4	Yunji Kim	101	765
5	Tara Goddard	78	803
6	Neil Brenner	69.5	-3
7	Noah Durst	67	824
8	Jeremy Pittman	61.25	599
9	Shima Hamidi	60.78	413
10	Ralph Buehler	54.56	34
11	Wenwen Zhang	52	854
12	David Wachsmuth	45.13	361
13	Nik Theodore	43.67	-3
14	Lawrence D. Frank	39.15	-10
15	Justin Steil	37.44	536
16	Jason Cao	36.47	32
17	Todd Schenk	35.67	543
18	Jason Reece	32	698
19	AnnaLee Saxenian	30.45	-18
20	Nathan McClintock	29.16	197
21	Michael Storper	28.52	-21
22	Steve C. Hankey	26.75	466
23	Ahmed El-Geneidy	26.4	38
24	Jonn Axsen	25.91	167
25	Himanshu Grover	24.78	171
26	Isabelle Thomas	24.27	27
27	Deepak Rajagopal	23.74	137
28	Albert Saiz	23.31	6
29	Daniel Rodriguez	23.1	-6
30	Jonathan Moore	22.58	56
31	Ariel Bierbaum	21.25	766
32	Paul Galpern	20.44	335
33	Rob Shields	20.08	-13
34	Julian Agyeman	19.61	-21
35	Martine August	19.13	535
36	Markus Moos	18.89	349
37	Ananya Roy	18.85	-7
38	April Jackson	18.44	635
39	Alex Bigazzi	18.13	538
40	Michael Duncan	18.02	98
41	Karen Kohfeld	17.97	-15
42	Samuel D. Brody	17.03	10
43	Emmanuel Frimpong Boamah	17	919
44	T.William Lester	16.68	189
45	Erick Guerra	16.36	458
46	Trisalyn Nelson	16.23	63
47	Chanam Lee	16.11	43
48	Yan Song	16.04	25
49	Jennifer Dill	15.91	9
50	Raktim Mitra	15.82	302
51	Austin Troy	15.43	11
52	Andres Sevtsuk	15.3	249
53	Alexander Buyantuev	15.28	149
54	Duncan Knowler	15.15	-13
55	Jeffrey Bielicki	14.98	209
56	Greg Schrock	14.84	252
57	Mariana Arcaya	14.76	466
58	Scott Spak	14.62	207
59	Martha Feldman	14.5	-53
60	Noreen McDonald	14.49	64
61	Zhenhua Chen	14.19	562
62	Alexander Karner	14.14	379
63	Martino Tran	14.08	318
64	Philip Stoker	13.56	663
65	Stewart Fotheringham	13.23	-61
66	John Pomeroy	13.11	-55
67	Nicholas Klein	13.06	576
68	Jordi Honey-Rosés	12.92	400
69	Dawn C. Parker	12.89	1
70	Marina Alberti	12.88	-54
71	Mark Purcell	12.88	-22
72	Marlon Boarnet	12.87	-55
73	Richard Shearmur	12.86	-16
74	Mildred Warner	12.79	-37
75	Kelli Larson	12.74	65
76	Jennifer Dean	12.67	395
77	Yang Zhang	12.65	101
78	Michael Manville	12.59	213
79	Kelcie Ralph	12.11	668
80	Shalini Misra	12.05	274
81	Maura Allaire	12	670
82	Elizabeth Currid-Halkett	11.85	107
83	Reid Ewing	11.81	-78
84	Manuel J. Rodriguez	11.71	-48
85	Alessandro Rigolon	11.44	675
86	Justin Hollander	11.21	146
87	Kristof Van Assche	11.2	48
88	Jeff Brown	11.17	32
89	Stephanie E. Chang	10.99	-56
90	Robert Patrick	10.94	151
91	Jeff Birchall	10.8	500
92	Nebiyou Tilahun	10.73	291
93	Jason Corburn	10.7	18
94	Kelly L. Kinahan	10.5	787
95	Timothy F. Welch	10.48	500
96	John L. Renne	10.35	88
97	Leia Minaker	10.31	423
98	Eric Klopfer	10.19	-38
99	Carrie Makarewicz	10.19	577
100	Ward Lyles	10.14	428
101	Alexandre Lebel	9.84	357
102	Ingrid Gould Ellen	9.81	-48
103	Stephen Buckman	9.8	502
104	John M. Bryson	9.79	-97
105	Youqin Huang	9.79	1
106	Bram Noble	9.78	15
107	Jason Hackworth	9.77	-18
108	Andrea Roberts	9.5	781
109	Bumjoon Kang	9.24	512
110	Stefan Kipfer	9.21	70
111	Joyce Davidson	9.18	6
112	Michael Smart	9.14	363
113	Maggie Cowell	9.05	296
114	Damon Hall	9.02	296
115	Shiguo Jiang	8.94	444
116	Zhenghong Tang	8.91	163
117	Damian Collins	8.89	68
118	Ann Forsyth	8.88	-79
119	Kathy Quick	8.84	297
120	Anne K. Salomon	8.81	134
121	Joshua Drucker	8.7	209
122	John Forester	8.68	-114
123	Casey J. Dawkins	8.63	37
124	Gordon Douglas	8.63	577
125	Jorge De La Roca	8.61	441
126	P. Christopher Zegras	8.44	92
127	Jean Dubé	8.38	303
128	James DeFilippis	8.33	-14
129	Lance Freeman	8.32	-51
130	Brian Stone	8.29	-3
131	Todd BenDor	8.26	166
132	Lesli Hoey	8.25	439
133	Arlie Adkins	8.25	572
134	Roger H. Keil	8.09	-92
135	Walter Nicholls	7.89	65
136	Kian Goh	7.89	682
137	Saurabh Lall	7.89	682
138	Paul Waddell	7.8	-106
139	Danielle Spurlock	7.78	683
140	Amir Hajrasouliha	7.78	683
141	Zhong-Ren Peng	7.71	-78
142	Yingling Fan	7.68	173
143	Mai Nguyen	7.62	106
144	Jennifer Clark	7.58	62
145	James W. Hughes	7.53	-32
146	Robert Bullard	7.52	-136
147	Haifeng Qian	7.52	313
148	Alan Walks	7.49	62
149	Lei Meng	7.44	249
150	Janelle Knox-Hayes	7.44	249
151	Amy Hillier	7.36	-7
152	Paul Hess	7.31	-5
153	Timothy Beatley	7.26	-129
154	Daniel B. Hess	7.26	67
155	Michael Stoll	7.23	-79
156	Steven Spears	7.12	510
157	Nicola Ulibarri	7.11	680
158	Eric A. Morris	7.06	385
159	Liming Wang	7.02	255
160	Hiroyuki Iseki	6.95	71
161	Jake Wegmann	6.94	579
162	Paavo Monkkonen	6.84	257
163	Junfeng Jiao	6.81	321
164	Vivek Shandas	6.63	107
165	Patricia Collins	6.62	263
166	Jennifer Wolch	6.58	-154
167	Rui Li	6.58	445
168	Amy K. Glasmeier	6.44	-137
169	David Geltner	6.38	-124
170	Susanna B. Hecht	6.33	-151
171	Sungyop Kim	6.3	89
172	Hilary Nixon	6.22	152
173	Daniel G. Chatman	6.21	112
174	Randall L. Guensler	6.2	-99
175	Daoqin Tong	6.18	187
176	Jeremy Nemeth	6.17	187
177	Sean Cox	6.14	-21
178	Gulsah Akar	6.11	269
179	Chris Tilly	6.09	-129
180	Arthur C. Nelson	6.09	-152
181	Dale Whittington	6.07	-166
182	Robert Goodspeed	5.97	455
183	Moira Zellner	5.95	112
184	Teresa Caldeira	5.92	-166
185	Eric Dumbaugh	5.92	111
186	Raphael Bostic	5.91	-94
187	Marc Schlossberg	5.88	3
188	Carsten Braun	5.86	149
189	Lisa Schweitzer	5.83	80
190	Andrea Sarzynski	5.8	150
191	Lisa J. Servon	5.77	-93
192	Chengri Ding	5.75	-85
193	JiYoung Park	5.71	186
194	Yanqing Xu	5.69	592
195	Balakrishnan Rajagopal	5.68	-19
196	Mark Groulx	5.67	672
197	Cherie Westbrook	5.66	110
198	Shannon Van Zandt	5.65	75
199	Louis Merlin	5.63	590
200	Eva Kassens-Noor	5.62	273
201	J.R. DeShazo	5.52	-76
202	Malo Andre Hutson	5.51	144
203	Jill Clark	5.49	274
204	Matti Siemiatycki	5.48	144
205	Bernadette Hanlon	5.47	182
206	Zhan Guo	5.46	218
207	Catherine T. Lawson	5.45	-68
208	Samina Raja	5.45	16
209	Sonia Hirt	5.43	53
210	Genevieve Giuliano	5.4	-188
211	Claude Lavoie	5.38	-115
212	Phuong Nguyen-Hoang	5.38	332
213	Theresa Garvin	5.37	-51
214	Megan Ryerson	5.34	331
215	Graham Whitelaw	5.31	141
216	Andrew Mondschein	5.25	439
217	Danya Rumore	5.22	655
218	Henry C. Renski	5.21	143
219	Daniel Piatkowski	5.2	492
220	Timothy McDaniels	5.19	-155
221	Philip R. Berke	5.17	-194
222	Thomas J. Campanella	5.17	-48
223	Brian Taylor	5.14	-140
224	Kathe Newman	5.11	-16
225	Jill A.E. Blakley	5.09	275
226	Nikhil Kaza	5.03	217
227	Alan A. Lew	4.99	-176
228	Gary Dean Painter	4.99	-102
229	Ryan Gibson	4.94	574
230	Lawrence W. Martz	4.92	-175
231	Timothy LeDoux	4.92	493
232	Deirdre Pfeiffer	4.9	378
233	Weiping Wu	4.89	-104
234	Jeffrey Doshna	4.89	643
235	Megan Horst	4.89	643
236	Larissa Larsen	4.85	-95
237	Abel Valenzuela	4.85	-138
238	Tenley Conway	4.82	74
239	David King	4.82	220
240	Owen Waygood	4.81	267
241	Robert G. Paterson	4.79	-14
242	Sarah Williams	4.74	101
243	Carissa Schively Slotterback	4.72	75
244	Steven C. Bourassa	4.68	-175
245	Carolyn Whitzman	4.63	41
246	David W. Marcouiller	4.61	-152
247	Aaron Golub	4.61	40
248	Xinhao Wang	4.59	-144
249	Bum Seok Chun	4.59	376
250	Carlos Balsas	4.58	72
251	Brian Doucet	4.53	327
252	Nicholas Brunet	4.5	564
253	Daniel Schneider	4.47	-171
254	Ragui A. Assaad	4.46	-169
255	Lawrence Susskind	4.42	-241
256	Rachel Meltzer	4.38	281
257	Thomas W. Sanchez	4.37	-111
258	Lucie Laurian	4.36	-2
259	Randall Crane	4.34	-188
260	David R. Paul	4.34	-62
261	Francois Proulx	4.33	278
262	Lilian Alessa	4.32	-93
263	Roberto G. Quercia	4.31	-172
264	Mukesh Kumar	4.29	74
265	Sean Markey	4.29	40
266	Michelle Buckley	4.28	417
267	Branden Born	4.26	39
268	C. Scott Smith	4.23	322
269	Mark R. Stevens	4.22	221
270	Peilei Fan	4.2	41
271	Sébastien Lord	4.19	278
272	Revel Sims	4.19	555
273	Manoj Shrestha	4.18	222
274	William H. Butler	4.15	278
275	Richard D. Margerum	4.13	-139
276	Bumsoo Lee	4.12	127
277	Glenn S. Johnson	4.11	-123
278	Karen Chapple	4.11	-39
279	Xulin Guo	4.1	-39
280	Bjorn Sletto	4.09	127
281	Li Yang	4.07	168
282	Maria Manta Conroy	4.05	-38
283	Christopher A. De Sousa	4.05	-38
284	Ming Zhang	4.03	5
285	Jason Knouft	4.01	-18
286	Amber Woodburn	4	680
287	Faranak Miraftab	3.99	-139
288	Scott D. Campbell	3.98	-195
289	Yizhao Yang	3.97	173
290	Mark Roseland	3.95	-174
291	Anastasia Loukaitou-Sideris	3.95	-210
292	Renee Irvin	3.89	-93
293	Danielle Labbé	3.86	363
294	Evelyn Pinkerton	3.83	-238
295	Evelyn Blumenberg	3.83	-143
296	Qing Shen	3.81	-168
297	Edward G. Goetz	3.78	-218
298	Michael Lens	3.78	362
299	Christian L. Redfearn	3.77	-36
300	Renia Ehrenfeucht	3.73	127
301	Paul Ong	3.71	-242
302	John Lewis	3.71	130
303	Robert F. Young	3.64	175
304	Zeenat Kotval-Karamchandani	3.64	484
305	Eran Ben-Joseph	3.63	-140
306	David Thacher	3.63	-60
307	Matthias Sweet	3.61	403
308	Andre Sorensen	3.6	-92
309	Jun Zhang	3.59	176
310	Leonie Sandercock	3.58	-281
311	Ajay Agarwal	3.58	265
312	Kevin P. Czajkowski	3.56	-140
313	Victoria Basolo	3.56	-94
314	Mark Jaccard	3.55	-230
315	Walter G. Peacock	3.53	-235
316	Michael Kuby	3.53	-228
317	Katharine N. Rankin	3.52	-65
318	Elizabeth Wentz	3.47	-117
319	Loren Lutzenhiser	3.44	-222
320	Amelie Y. Davis	3.42	264
321	Lisa Bjorkman	3.42	404
322	Misun Hur	3.41	224
323	Jill Grant	3.4	-201
324	Rachel Weber	3.36	-88
325	Vikas Mehta	3.36	130
326	Jae Hong Kim	3.36	308
327	Laiyin Zhu	3.36	472
328	William Rohe	3.35	-282
329	Marc Doussard	3.35	224
330	Gerrit J. Knaap	3.33	-264
331	Gabriella Y. Carolini	3.32	225
332	Janice Barry	3.31	346
333	William N Dunn	3.3	-312
334	Nezar Alsayyad	3.3	-234
335	Barry Checkoway	3.28	-295
336	Frank Goetzke	3.28	130
337	Nan Ellin	3.25	-164
338	John D. Landis	3.25	-270
339	Dowell Myers	3.22	-275
340	Li Yin	3.22	54
341	Sheldon Krimsky	3.19	-316
342	Ivy Lingqian Hu	3.19	304
343	Dyana Mason	3.19	523
344	Jerry Zhao	3.17	87
345	Lois Takahashi	3.16	-202
346	Florent Joerin	3.16	-91
347	Rachel G. Kleit	3.16	-77
348	Marisa Zapata	3.16	250
349	Diana Mitsova	3.14	214
350	Mary E. Davis	3.13	25
351	Jean Morin	3.12	-30
352	Clara E. Irazábal-Zurita	3.12	-7
353	Nichola J. Lowe	3.06	29
354	Lisa K. Bates	3.06	127
355	Laura Lawson	3.03	-55
356	Jason Jackson	3	457
357	Asha Weinstein Agrawal	2.99	-2
358	Elizabeth Macdonald	2.96	-76
359	Michael Drescher	2.94	29
360	Robert A. Beauregard	2.93	-316
361	Ralph P. Hall	2.93	130
362	Richard Joseph Jackson	2.92	-327
363	Marilyn Taylor	2.91	-325
364	Carolina K. Reid	2.91	49
365	Rosie Tighe	2.9	252
366	Janet Kelly	2.87	-205
367	Betsy Donald	2.87	-79
368	Susannah Bunce	2.86	213
369	Natasha Iskander	2.84	135
370	Joseph Grengs	2.83	0
371	Ronald Malega	2.83	292
372	Megan L. Heckert	2.83	391
373	Daniel J. Hammel	2.82	-181
374	Greg H. Lindsey	2.82	-204
375	Darrick Hamilton	2.81	-83
376	Douglas Houston	2.81	88
377	Thomas A. Hutton	2.8	-226
378	Jennifer Light	2.8	-84
379	Philip Ashton	2.78	88
380	Sasha Tsenkova	2.76	-106
381	Michael B. Lowry	2.76	205
382	Joe Qian	2.75	206
383	Sandeep Kumar Agrawal	2.72	-33
384	Vinit Mukhija	2.72	-58
385	Lawrence J. Vale	2.71	-284
386	Clinton J. Andrews	2.7	-241
387	Mikiko Terashima	2.69	319
388	Rui Wang	2.68	205
389	Christopher Coutts	2.68	122
390	Kheir Al-Kodmany	2.67	-167
391	Stephan Schmidt	2.67	123
392	Manish Shirgaokar	2.67	381
393	Arnab Chakraborty	2.65	168
394	Rodolfo D. Torres	2.64	-307
395	Caroline E. Scruggs	2.64	380
396	Kathryn Frank	2.63	242
397	Todd Ellis	2.61	199
398	Christopher Bitter	2.61	199
399	DongMei Chen	2.6	-40
400	Paul Lewis	2.58	-207
401	Damian Pitt	2.58	241
402	Victoria A. Beard	2.57	-85
403	Rosanna G. Rivero	2.57	118
404	Peter G. Rowe	2.56	-286
405	Pascal Haegeli	2.56	40
406	Bryce Lowery	2.56	477
407	Melissa Currie	2.56	533
408	John Welch	2.55	-149
409	Robert Schneider	2.55	311
410	Robert Brown	2.54	-302
411	Jonathan Justice	2.54	1
412	C. Scott Dempwolf	2.53	372
413	Patricia A. Wilson	2.52	-175
414	Andrew Sanderford	2.52	424
415	Jennifer Tucker	2.5	575
416	Clarence Woudsma	2.49	78
417	Sun Sheng Han	2.47	-197
418	Ming-Han Li	2.46	-23
419	Steven Handel	2.43	-352
420	Dennis Frenchman	2.43	-71
421	Meghan Gough	2.43	186
422	Katherine O’Regan	2.42	-251
423	Kenneth D. Genskow	2.42	-47
424	David Bieri	2.42	258
425	David Tulloch	2.41	-141
426	Diane E. Davis	2.4	-303
427	Richard A. Matthew	2.39	-222
428	Robert Olshansky	2.38	-298
429	Susan Ruddick	2.38	-242
430	Daniel DeCaro	2.38	256
431	Laura Harjo	2.36	365
432	Emma Aguila	2.36	116
433	Lisa Bornstein	2.35	-33
434	Connie P. Ozawa	2.33	-197
435	David Imbroscio	2.33	-222
436	Kanishka Goonewardena	2.32	-120
437	Richard Milgrom	2.32	0
438	Martin Bunch	2.32	-78
439	Ute A. Lehrer	2.32	-35
440	Maria Rendon	2.32	217
441	Jonathan Levine	2.31	-262
442	Gary Pivo	2.3	-309
443	Henrik P. Minassians	2.3	-37
444	Alex Schwartz	2.28	-278
445	Jesse LeCavalier	2.28	356
446	Francis Y. Owusu	2.27	-78
447	Laura Leete	2.25	-244
448	Lynn Mandarano	2.24	32
449	Kate Lowe	2.24	295
450	Gerardo Sandoval	2.23	142
451	Adrienne Greve	2.22	111
452	Rebecca C. Lewis	2.22	296
453	Kareem M. Usher	2.22	500
454	Avis C. Vidal	2.21	-349
455	Paul Smoke	2.21	-300
456	Orly Linovski	2.2	403
457	William Bowen	2.19	-269
458	Jane Rongerude	2.19	209
459	Yiping Fang	2.18	63
460	Laura E. Taylor	2.18	134
461	Philip S. Watson	2.16	104
462	Robert Fishman	2.14	-390
463	Rebecca Retzlaff	2.14	106
464	Barbara Faga	2.13	439
465	Jaclene Begley	2.13	439
466	Meenu Tewari	2.09	-173
467	Jose A. Gomez-Ibanez	2.06	-390
468	Elizabeth Brabec	2.04	-240
469	Vicente del Rio	2.01	-257
470	Karl Kim	1.99	-303
471	Tara McGee	1.99	-167
472	Subhrajit Guhathakurta	1.98	-257
473	Makena Coffman	1.98	135
474	Ryan P. Allen	1.96	139
475	David Listokin	1.95	-380
476	Elisabeth M. Hamin	1.95	-143
477	Marla K. Nelson	1.95	6
478	Leith Deacon	1.94	243
479	Madhav Badami	1.93	-62
480	Qisheng Pan	1.91	7
481	Jan Whittington	1.91	171
482	Chansheng He	1.89	-232
483	David Gordon	1.88	-205
484	Scott A. Bollens	1.86	-303
485	Pierre Filion	1.85	-353
486	Laura Reese	1.85	-333
487	Andrew Kliskey	1.84	-229
488	Eric Avila	1.84	-147
489	Domenic Vitiello	1.84	46
490	David Hsu	1.83	244
491	Robert W. Burchell	1.82	-417
492	Jeffrey Lowe	1.81	243
493	Matthew Ruther	1.81	343
494	Conrad Christiaan Kickert	1.81	427
495	Kevin McHugh	1.8	-346
496	Robert A. Simons	1.8	-274
497	Ellen M. Bassett	1.8	-59
498	Rebecca Miles	1.79	-304
499	David Pijawka	1.78	-362
500	Meagan Ehlenz	1.78	467
501	Bev Wilson	1.77	192
502	David R. Howell	1.75	-371
503	Deden Rukmana	1.75	98
504	Serena Alexander	1.75	502
505	Richard W. Willson	1.74	-252
506	Timothy S. Chapin	1.74	-110
507	David L. Gladstone	1.69	-56
508	Stephanie R. Ryberg	1.69	244
509	Sumei Zhang	1.68	163
510	Joseph Heathcott	1.67	-53
511	Seth Pipkin	1.67	332
512	Shishir Mathur	1.66	7
513	Kazuya Kawamura	1.65	-111
514	Stacy Harwood	1.64	-49
515	Murray Rutherford	1.64	-126
516	Robert M. Silverman	1.64	-145
517	Ken Lertzman	1.63	-288
518	Andrew Whittemore	1.63	240
519	Maged Senbel	1.62	70
520	Brian A. Mikelbank	1.61	-85
521	Laura Solitare	1.61	13
522	Ruth L. Steiner	1.61	-171
523	Lan Deng	1.59	41
524	Greg Newmark	1.59	285
525	Mark Rosentraub	1.56	-422
526	Laura Cameron	1.56	-52
527	Alberto Fuentes	1.56	407
528	Nisha Botchwey	1.55	13
529	David C. Sloane	1.54	-347
530	James Moore	1.54	-333
531	Christine Bae	1.53	-204
532	Julia Sass Rubin	1.52	-23
533	John McNutt	1.51	-258
534	Jean-Philippe Meloche	1.51	192
535	Brenda Parker	1.51	152
536	Michael Frisch	1.5	-21
537	Dana Cuff	1.49	-374
538	Richard B. Peiser	1.48	-396
539	Bruce Stiftel	1.48	-335
540	Liette Gilbert	1.48	-111
541	Kurt G. Paulsen	1.46	41
542	Ray Bromley	1.45	-427
543	Siddhartha Sen	1.45	-50
544	Mintesnot Woldeamanuel	1.45	124
545	Keith Bartholomew	1.44	-319
546	Michael Leaf	1.44	-244
547	Richard K. Norton	1.44	-50
548	William J. Cohen	1.44	10
549	Robert W. Lake	1.43	-392
550	Neema Kudva	1.43	-52
551	Kathleen Baker	1.43	-26
552	James H. Spencer	1.43	-23
553	Burrell E. Montz	1.42	-403
554	Ned Hill	1.42	-395
555	Annette M. Kim	1.42	-24
556	Brent D. Ryan	1.42	-23
557	Carrie Mitchell	1.41	137
558	Ivonne Audirac	1.4	-324
559	Shomon Shamsuddin	1.4	341
560	Elliott Sclar	1.37	-458
561	Alec Ian Gershberg	1.37	-281
562	Mahyar Arefi	1.37	-114
563	Karen Umemoto	1.37	-143
564	Galen D. Newman	1.36	230
565	Joseph Desloges	1.35	-318
566	Priyam Das	1.35	183
567	Sanjoy Mazumdar	1.34	-337
568	Joanna Ganning	1.34	227
569	Anna Joo Kim	1.33	264
570	Anne Whiston Spirn	1.32	-451
571	Mickey Lauria	1.32	-403
572	Ruihong Huang	1.32	0
573	Leah Meisterlin	1.32	180
574	Roxane Lavoie	1.32	338
575	Daniele Spirandelli	1.31	-24
576	Sofia Dermisi	1.31	-22
577	Charles Santo	1.31	51
578	Bishwapriya Sanyal	1.28	-369
579	Patricia L. Machemer	1.28	-140
580	Alfonso Morales	1.28	-236
581	Ajay M. Garde	1.28	-1
582	Jane Law	1.27	-83
583	Eric Schiefer	1.26	19
584	Perry Yang	1.26	-52
585	Guoqiang Shen	1.25	-141
586	Kyle Y. Whitfield	1.25	55
587	Ashok Das	1.24	135
588	Nicole Ngo	1.24	328
589	Tridib Banerjee	1.23	-477
590	Jinhua Zhao	1.23	-165
591	Eric J. Heikkila	1.22	-334
592	John Meligrana	1.22	-140
593	Nina-Marie Lister	1.22	-140
594	Carl Amrhein	1.21	-369
595	Ernest Sternberg	1.21	-285
596	Amrita Daniere	1.2	-283
597	Neil Reid	1.2	-269
598	Ryan Walker	1.2	20
599	Ahmed Allahwala	1.2	246
600	Peter Victor	1.19	-490
601	Mitchell Moss	1.19	-467
602	Pamela Robinson	1.19	-89
603	Jesse Saginor	1.19	67
604	Nicholas J. Marantz	1.19	352
605	Yunmi Park	1.19	353
606	Andrew Greenlee	1.18	244
607	Mark Manone	1.16	171
608	Matin Katirai	1.14	172
609	Sanglim Yoo	1.14	275
610	Jerry Anthony	1.13	-83
611	David Prytherch	1.13	-12
612	Sai Balakrishnan	1.13	349
613	Harvey M. Jacobs	1.12	-365
614	Cliff Ellis	1.11	-285
615	Amrita Singh	1.11	376
616	Janet Smith	1.1	-134
617	Jacob Oluwoye	1.09	-318
618	John Gilderbloom	1.08	-375
619	Sabina E. Deitrick	1.07	-280
620	Lorie Higgins	1.07	-52
621	Zeynep Celik	1.05	-340
622	David M. Simpson	1.05	-182
623	Stacey S. White	1.05	-131
624	Genevieve Cloutier	1.05	174
625	Michael Hooper	1.05	203
626	Edmund Merem	1.04	-7
627	Vincent Reina	1.03	266
628	Kris Wernstedt	1.02	-264
629	Allan W. Shearer	1.02	-7
630	Michael Larice	1.02	39
631	Eugenie L. Birch	1.01	-456
632	Anna Livia Brand	1	300
633	Alexandra Flynn	1	417
634	Krista M. Evans	1	417
635	Marcus Hendricks	1	417
636	Lucius Hallett	0.99	93
637	Thomas Gunton	0.98	-402
638	Gregory Veeck	0.97	-307
639	Jennifer J. Foster	0.97	61
640	Jean Marie Hartman	0.96	-368
641	Stephen J. Ramos	0.96	165
642	Rachel Berney	0.96	130
643	James A. Lagro	0.95	-265
644	Matthew Gebhardt	0.95	166
645	J. Phillip Thompson	0.94	-377
646	Martin Murray	0.94	-460
647	Cornelius Nuworsoo	0.94	15
648	Alenka Poplin	0.93	-37
649	Bonnie Johnson	0.93	55
650	Carolyn G. Loh	0.93	129
651	Frank J. Popper	0.92	-493
652	Martin Lee-Gosselin	0.92	-410
653	Carlton Basmajian	0.92	128
654	Anuradha Mukherji	0.92	129
655	Divya Chandrasekhar	0.92	193
656	Dirk de Boer	0.91	-299
657	Caitlin Dyckman	0.91	27
658	Nancy Brooks	0.9	-195
659	Mary Beth Schlemper	0.9	-11
660	Carolyn McAndrews	0.9	53
661	David A. Lewis	0.89	-12
662	Raphael Fischler	0.89	-244
663	Hyeon-Shic Shin	0.89	25
664	Alex Krieger	0.88	-457
665	David Miller	0.88	-318
666	Mary M. Edwards	0.88	-158
667	M.C. Nihal Perera	0.88	-198
668	Peter R. Mulvihill	0.88	-156
669	Zeynep Toker	0.88	2
670	Eric Rapaport	0.88	-46
671	Kristen B. Crossney	0.88	46
672	Suwan Shen	0.88	302
673	Stacey Sutton	0.86	50
674	Leela Viswanathan	0.86	85
675	Michael A. Burayidi	0.85	-241
676	Thomas L. Daniels	0.84	-373
677	Earthea Nance	0.84	-3
678	David P. Varady	0.83	-501
679	Rainer vom Hofe	0.83	-39
680	Daniel B. Abramson	0.83	-125
681	Rebecca Walter	0.83	239
682	Monica A. Haddad	0.82	-21
683	Cecilia Giusti	0.82	-68
684	Bhuiyan Alam	0.82	15
685	Max O. Stephenson	0.81	-360
686	Willow Lung-Amam	0.81	236
687	W Dennis Keating	0.8	-436
688	Taro Narahara	0.8	179
689	John FitzGibbon	0.79	-494
690	Joan Busquets	0.79	-479
691	John J. Betancur	0.79	-349
692	Marcela González Rivas	0.79	82
693	Luna Khirfan	0.79	83
694	Christopher Silver	0.78	-411
695	Benjamin Teresa	0.78	312
696	George O. Rogers	0.77	-387
697	Alec Aitken	0.77	-331
698	Joyce Pressley	0.77	-219
699	Asl?gül Göçmen	0.77	42
700	Carolyn Ball	0.76	-299
701	Petra Doan	0.76	-317
702	Laura C. Johnson	0.76	-310
703	Leonora Angeles	0.76	-198
704	Yanmei Li	0.76	39
705	Guoping Huang	0.76	10
706	Juan Torres	0.76	105
707	Jennifer Minner	0.76	252
708	Kelly Main	0.75	77
709	Naomi Adiv	0.75	270
710	Bethany M. Stich	0.74	44
711	Charisma Acey	0.74	133
712	Emil Malizia	0.73	-529
713	June Manning Thomas	0.73	-452
714	Michael Boswell	0.73	-100
715	Ahsan Habib	0.73	131
716	Kimberley Kinder	0.73	178
717	Suzanne Lanyi Charles	0.73	178
718	Bruce Dvorak	0.72	-222
719	Sujata Shetty	0.72	-42
720	Gregory Morrow	0.72	240
721	David L. Feldman	0.71	-444
722	Kian Tajbakhsh	0.71	-261
723	Raymond Asomani-Boateng	0.71	-123
724	Nik Luka	0.71	41
725	Ren Thomas	0.71	172
726	Mark Seasons	0.7	-321
727	Judith Grant Long	0.7	-80
728	Jenny H. Liu	0.7	148
729	John Radke	0.69	-393
730	Niraj Verma	0.69	-288
731	Wayne Caldwell	0.69	-285
732	Penelope Gurstein	0.69	-306
733	Krystopher Chutko	0.69	91
734	Kate Nesse	0.69	196
735	Jay Mittal	0.69	170
736	Ashima Krishna	0.69	249
737	Sarah Hinners	0.68	89
738	Joseph Vonasek	0.68	225
739	Catherine L. Ross	0.67	-449
740	Sanda Kaufman	0.67	-371
741	Kieran Donaghy	0.67	-350
742	Joseph Ferreira	0.66	-528
743	John Felkner	0.66	-92
744	Maria Martinez-Cosio	0.66	-53
745	Avrum J. Shriar	0.65	-125
746	Alvaro Huerta	0.65	168
747	John C. Harris	0.64	191
748	Christopher Auffrey	0.63	-218
749	Rae Bridgman	0.63	-243
750	Mark S. Winfield	0.63	-261
751	Tim Green	0.63	236
752	Kirk McClure	0.62	-366
753	William F. Menking	0.62	-57
754	Jerold S. Kayden	0.61	-440
755	Elizabeth J. Mueller	0.61	-253
756	Sarah Coffin	0.61	-75
757	Robin Boyle	0.6	-491
758	Michael L. Poirier Elliott	0.6	-378
759	Noel Keough	0.6	7
760	Sudeshna Ghosh	0.6	210
761	Ana Paula Pimentel Walker	0.6	212
762	Zenia Z. Kotval	0.59	-215
763	Robin Ersing	0.59	-110
764	Paul Zwick	0.58	-371
765	Jacob Wagner	0.58	-27
766	Barbara Wilson	0.58	125
767	Evangeline Linkous	0.58	182
768	Jonathan Martin	0.57	-183
769	Alan M. Berger	0.57	-293
770	Jan Marie Fritz	0.57	-451
771	Kenya Covington	0.57	-59
772	Katherine Lieberknecht	0.57	53
773	Anette Freytag	0.57	152
774	Margaret E. Dewar	0.56	-440
775	John West	0.56	247
776	Michael Oden	0.55	-258
777	Robert Mugerauer	0.54	-501
778	Sy Adler	0.54	-425
779	Reza Banai	0.53	-389
780	Jerry V. Mitchell	0.53	-358
781	John Gaber	0.53	-224
782	Ning Ai	0.53	146
783	Lyna L. Wiggins	0.52	-410
784	Mi Shih	0.52	125
785	Sanjeev Vidyarthi	0.52	80
786	G. William Page	0.51	-421
787	Douglas Webster	0.51	-452
788	John J. Accordino	0.51	-338
789	Elsie Harper-Anderson	0.51	-80
790	Larry Beasley	0.51	50
791	Mohammad Gharipour	0.51	94
792	Sangwoo "Marty" Sung	0.5	246
793	Mordecai Lee	0.49	-470
794	Forster Ndubisi	0.48	-324
795	Charles E. Connerly	0.48	-418
796	Stefan Al	0.48	121
797	Liza Pappas	0.47	167
798	Wendy A. Kellogg	0.46	-219
799	Harley F. Etienne	0.46	74
800	David C. Perry	0.45	-502
801	William J. Drummond	0.45	-285
802	Teresa L. Cordova	0.45	-330
803	Jane Case Lilly	0.45	72
804	Rahul Mehrotra	0.45	-318
805	Deborah Howe	0.45	-397
806	Kristin Larsen	0.45	-98
807	Archana Sharma	0.45	53
808	Karen J. Gibson	0.44	-173
809	George Bevan	0.44	3
810	Stephanie Frank	0.44	176
811	Raymond Lifchez	0.43	-301
812	Margaret Carr	0.43	-379
813	Olurominiyi Ibitayo	0.43	-209
814	Ben Clark	0.43	-64
815	Moises Gonzales	0.43	132
816	Ellen J. Pader	0.42	-405
817	Steven G. Koven	0.42	-394
818	Dawn Jourdan	0.42	-18
819	Abhinav Alakshendra	0.42	152
820	Anthony Middlebrooks	0.41	-131
821	Kenneth S. Chew	0.4	-367
822	Mark I. Wilson	0.39	-305
823	Patrick L. Lawrence	0.39	-169
824	Karen Mulcahy	0.39	-129
825	Alana Boland	0.39	-88
826	Richard Greene	0.38	-506
827	Jonathan Massey	0.38	-82
828	Joy A. Fritschle	0.38	46
829	Laura Saija	0.38	33
830	Megan E. Heim LaFrombois	0.38	182
831	Martin H. Krieger	0.36	-499
832	Douglas Kelbaugh	0.36	-474
833	Claudia B. Isaac	0.36	-206
834	Mario Carrier	0.36	-225
835	Lynne M. Dearborn	0.36	-15
836	Alexander D'Hooghe	0.36	44
837	Samia Kirchner	0.36	42
838	Mattijs van Maasakkers	0.36	158
839	David Lemberg	0.35	-142
840	Jessica Sewell	0.35	-101
841	Robert B. Kent	0.34	-340
842	Susan L. Bradbury	0.34	-259
843	Beverly A. Sandalack	0.34	-141
844	Biswa R. Das	0.34	-15
845	Manish Chalana	0.34	7
846	Jason S. Brody	0.34	99
847	Andrew Rumbach	0.33	-70
848	Clayton Howard	0.33	102
849	Thomas Skuzinski	0.33	182
850	Patricia Manuel	0.32	-219
851	Franck Scherrer	0.32	-212
852	Fernando Burga	0.32	150
853	Brenda Case Scheer	0.31	-417
854	Chang-Shan Huang	0.31	-179
855	Danilo Palazzo	0.31	-205
856	Paula Negron	0.31	-52
857	Shelagh McCartney	0.31	126
858	Huston Gibson	0.31	75
859	Robert G. Shibley	0.3	-462
860	Heather L. Khan	0.3	58
861	William J. Siembieda	0.3	-245
862	K. Meghan Wieters	0.3	73
863	Jon E. Rodiek	0.29	-448
864	Brian W. Ohm	0.29	-290
865	Ward Thomas	0.28	-147
866	Francisco Alaniz Uribe	0.28	36
867	Kathryn L. Howell	0.28	141
868	Nancy Frank	0.27	-330
869	Michelle M. Thompson	0.27	-67
870	Joan M. Welch	0.26	-225
871	Johanna W. Looye	0.26	-110
872	John S. Pipkin	0.25	-416
873	Francesca Ammon	0.25	78
874	Richard M. Levy	0.24	-334
875	Henry Louis Taylor	0.24	-351
876	Kerry Brooks	0.24	-211
877	Jianling Li	0.24	-120
878	John FitzSimons	0.24	-107
879	Nina David	0.24	57
880	Eric Bardenhagen	0.24	100
881	Paul Rollinson	0.23	-237
882	Joan M. Wesley	0.23	-33
883	Jesus J. Lara	0.23	30
884	Ilir Bejleri	0.22	-170
885	Sweta Byahut	0.22	118
886	Tisha Holmes	0.22	153
887	Andrew Seidel	0.21	-314
888	Diane L. Zahm	0.21	-252
889	Rajinder Jutla	0.21	-143
890	Larry Lawhon	0.21	-128
891	Dohyung Kim	0.21	10
892	Robert S. Bristow	0.2	-212
893	George W. Dougherty	0.2	-58
894	Tom Narins	0.2	74
895	David J. Nemeth	0.19	-263
896	Kami Pothukuchi	0.19	-129
897	Hemalata Dandekar	0.18	-322
898	James E. Mower	0.18	-208
899	Carla Chifos	0.18	-109
900	Enid Arvidson	0.18	-108
901	Peter G. Flachsbart	0.17	-375
902	Gabrielle Esperdy	0.17	-120
903	Sheri Smith	0.16	-21
904	Maggie Valentine	0.16	-185
905	Susan Roakes	0.16	-174
906	Timothy O. Borich	0.16	-151
907	So-Ra Baek	0.16	118
908	Andrei Lapenas	0.15	-223
909	Donald H. Miller	0.15	-367
910	Reginald Y. Kwok	0.15	-343
911	Leobardo F. Estrada	0.15	-375
912	Gérard Beaudet	0.15	-282
913	Rodrigo Cantarero	0.15	-210
914	Jay Emerson	0.15	-99
915	Richard DiFrancesco	0.15	-107
916	Georgeen Theodore	0.15	-26
917	Tamara Laninga	0.15	12
918	John W. Keller	0.14	-331
919	Michael Holleran	0.14	-149
920	Jason Charalambides	0.14	6
921	Johanne Brochu	0.14	88
922	Antonio Raciti	0.14	94
923	Grant Jacobson	0.14	75
924	Ayse Yonder	0.13	-196
925	Nonita Yap	0.13	-292
926	David Amborski	0.13	-262
927	Barbara Rahder	0.13	-235
928	I-Shian Suen	0.13	-65
929	Behrooz Kalantari	0.13	-165
930	Benjamin Ofori-Amoah	0.13	-161
931	Daniel D'Oca	0.13	-21
932	Yuseung Kim	0.13	69
933	Zhixi Cecilia Zhuang	0.13	43
934	Courtney Knapp	0.13	106
935	Don Leonard	0.13	106
936	Leah Hollstein	0.13	106
937	Joochul Kim	0.12	-279
938	Michaele Pride	0.12	-52
939	Tonya Nashay Sanders	0.12	-41
940	Dristi Neog	0.12	52
941	Darrel Ramsey-Musolf	0.12	91
942	Moe Chowdhury	0.11	-103
943	Sherry Bame	0.11	-207
944	Gwen Urey	0.11	-97
945	Robert A. Jones	0.11	-58
946	Grant Cunningham	0.11	-95
947	John E. Benhart	0.11	-91
948	Jeff Casello	0.11	-17
949	David van Vliet	0.11	-53
950	Sheri Longboat	0.11	76
951	Ivis Garcia Zambrana	0.11	102
952	Samuel Ndegeah	0.11	102
953	Sara Hamideh	0.11	102
954	Ted Grevstad-Nordbrock	0.11	102
955	Anton C. Nelessen	0.1	-352
956	Stephen Goldsmith	0.1	-48
957	Thomas Schurch	0.1	-164
958	Mulatu Wubneh	0.1	-299
959	Xueming Chen	0.1	-138
960	R. Dawn Hawley	0.1	-107
961	Jaap Vos	0.1	-91
962	Stephan Gray	0.1	26
963	Evandro C. Santos	0.1	-9
964	Kirk E. Harris	0.09	-123
965	William M. Fleming	0.09	-336
966	Theodore Jojola	0.09	-236
967	Curtis Winkle	0.09	-176
968	Craig Olwert	0.09	45
969	David F. Brown	0.08	-271
970	Luciano Minerbi	0.08	-344
971	Dorothy Ives Dewey	0.08	-65
972	Wolfram Hoefer	0.08	-45
973	Alison L. Smith	0.08	44
974	Max Michel Raynaud	0.08	49
975	Aaron Rollins	0.08	68
976	Michael Tomlan	0.07	-269
977	Pamela E. Foti	0.07	-146
978	Calvin O. Masilela	0.07	-123
979	Gary D. Taylor	0.07	-137
980	Dolores Foley	0.07	-119
981	Miriam Porter	0.07	-38
982	Gary W. Coutu	0.07	-30
983	Kate John-Adler	0.07	27
984	Beth Wielde Heidelberg	0.07	9
985	John W. Fuller	0.06	-306
986	Gerardo Navas-Davila	0.06	-254
987	Ardeshir Anjomani	0.06	-200
988	Andrzej Zarzycki	0.06	-96
989	John Zuck	0.06	-82
990	Luis E. Santiago Acevedo	0.06	-44
991	Flavia Montenegro-Menezes	0.06	27
992	Rajyashree Narayanareddy	0.06	41
993	Talya Thomas	0.06	41
994	Alina Gross	0.06	63
995	Allie Thomas	0.06	63
996	Jeremy Merrill	0.06	63
997	Julie Dickey	0.06	63
998	Matthew Clary	0.06	63
999	Eric J. Strauss	0.05	-182
1000	Geoffrey J. Booth	0.05	-131
1001	Rafael L. Irizarry Odlum	0.05	-167
1002	Lalita Sen	0.05	-260
1003	Alan Weinstein	0.05	-198
1004	Mary-Ellen Tyler	0.05	-147
1005	Ronald Pushchak	0.05	-173
1006	Mark Reinberger	0.05	-135
1007	Steven Webber	0.05	-108
1008	Maritza Barreto Orta	0.05	-67
1009	Lisa DeChano-Cook	0.05	-40
1010	Carmen M. Concepcion Rodrigu	0.04	-99
1011	John Devlin	0.04	0
1012	Kimberly Burton	0.04	-18
1013	Berneece Herbert	0.04	6
1014	Jae Teuk Chin	0.04	48
1015	Richard S. Booth	0.03	-201
1016	Elías R. Gutiérrez Sanchez	0.03	-162
1017	Chukudi Izeogu	0.03	-129
1018	David J. Edelman	0.03	-160
1019	Mary Anne Alabanza Akers	0.03	-75
1020	Maya Wiley	0.03	-83
1021	Dean Almy	0.03	-79
1022	Russell J. Fricano	0.03	-41
1023	Eran Kaplinsky	0.03	-3
1024	Steven W. Peuquet	0.03	-49
1025	Yunwoo Nam	0.03	-11
1026	Brian Conz	0.03	9
1027	Dina Adbulkarim	0.03	36
1028	John Shapiro	0.02	-104
1029	Dayana M. Salazar	0.02	-74
1030	Jack Crowley	0.02	-111
1031	Stephanie Rolley	0.02	-92
1032	Jeffrey Chusid	0.02	-117
1033	Ric Richardson	0.02	-85
1034	Jacques Fisette	0.02	-111
1035	James P. Lewandowski	0.02	-63
1036	Felipe Correa	0.02	-15
1037	Criseida Navarro-Diaz	0.02	-10
1038	Richard J. Hoch	0.02	-10
1039	Frank Palermo	0.01	-62
1040	Felix R. Barreto	0.01	-56
1041	Suzanne Morse Moomaw	0.01	-52
1042	Lauri Macmillan	0.01	-85
1043	Darius Sollohub	0.01	-46
1044	La Barbara Wigfall	0.01	-79
1045	Bruce W. Frankel	0.01	-50
1046	Kyle Ezell	0.01	-42
1047	Karl Leiker	0.01	-65
1048	Toni L. Griffin	0.01	-24
1049	Lohren Deeg	0.01	-5
1050	Maria Arquero de Alarcon	0.01	14
1051	Abuduwasiti Wulamu	0.01	14
1052	Norma I. Peña-Rivera	0.01	14
1053	Tobiah Horton	0.01	14
1054	Richard R. Tangum	0	-76
1055	Alfred D. Price	0	-56
1056	Michel Dufresne	0	-56
1057	Earl Gooding	0	-52
1058	Ronald Keeble	0	-29
1059	Gary Stith	0	-29
1060	Carole Galante	0	-45
1061	Enrique Figueroa	0	-25
1062	Fran Jacobs	0	-25
1063	Michel Guenet	0	-18
1064	Gary Austin	0	-18
1065	Umit Yilmaz	0	-18
1066	Mitchell Kosny	0	-18
1067	Gordon Scholz	0	-18
1068	Charles Warnken	0	0
1069	Marco Musiana	0	0
1070	Margo Hill	0	0
1071	Janet Cherrington-Cucore	0	0
1072	Ashley Steffens	0	0
1073	Richard Alomar	0	0
1074	Sammy Kent Anderson	0	0
1075	Julianna Delgado	0	0
1076	Joy Swallow	0	0
1077	Avi Akkerman	0	0
1078	Scott I. Truex	0	0

Table 4: Planning Faculty, Citation Counts Normalized by h-index (m-quotient)

Rank	Faculty	m-quotient	Diff.Cites
1	Kristina Currans	7	732
2	Yunji Kim	6	104
3	Noah Durst	5	827
4	Zoe Hamstead	4.5	59
5	Jeremy Pittman	4	601
6	Linda Shi	4	750
7	Tara Goddard	4	922
8	Wenwen Zhang	4	571
9	Shima Hamidi	3.7	550
10	Ralph Buehler	3.2	34
11	Jason Reece	3	705
12	Ahmed El-Geneidy	2.9	49
13	David Wachsmuth	2.8	359
14	Steve C. Hankey	2.8	792
15	Neil Brenner	2.7	-12
16	Justin Steil	2.7	534
17	Lawrence D. Frank	2.6	-13
18	Isabelle Thomas	2.6	35
19	Jonn Axsen	2.5	172
20	Markus Moos	2.5	365
21	Daniel Rodriguez	2.4	3
22	Jason Cao	2.4	26
23	Mariana Arcaya	2.4	500
24	Maura Allaire	2.3	727
25	Nik Theodore	2.3	-15
26	Alex Bigazzi	2.3	551
27	Jonathan Moore	2.3	59
28	Zhenhua Chen	2.3	251
29	Deepak Rajagopal	2.2	135
30	Trisalyn Nelson	2.2	82
31	Scott Spak	2.1	1047
32	Samuel D. Brody	2.1	1042
33	Erick Guerra	2	470
34	Himanshu Grover	2	162
35	Kelcie Ralph	2	712
36	Nathan McClintock	2	181
37	Nicholas Klein	2	606
38	Todd Schenk	2	558
39	Michael Storper	2	-38
40	Yan Song	1.9	200
41	Kristof Van Assche	1.9	94
42	Kelli Larson	1.9	98
43	John Pomeroy	1.9	-31
44	Richard Shearmur	1.9	770
45	Jeffrey Bielicki	1.9	219
46	Raktim Mitra	1.9	306
47	Leia Minaker	1.8	473
48	Mildred Warner	1.8	-10
49	Bram Noble	1.8	72
50	Martine August	1.8	520
51	Damian Collins	1.7	134
52	Martino Tran	1.7	329
53	Michael Smart	1.7	422
54	Noreen McDonald	1.7	70
55	Ananya Roy	1.7	-24
56	Alessandro Rigolon	1.7	704
57	Amir Hajrasouliha	1.7	766
58	Danya Rumore	1.7	814
59	Jordi Honey-Rosés	1.7	409
60	Mark Groulx	1.7	808
61	Nicola Ulibarri	1.7	776
62	Paavo Monkkonen	1.7	357
63	Philip Stoker	1.7	664
64	Ward Lyles	1.7	136
65	Yang Zhang	1.7	8
66	Jennifer Dill	1.6	-8
67	Todd BenDor	1.6	1000
68	Jean Dubé	1.6	362
69	AnnaLee Saxenian	1.6	-67
70	Marlon Boarnet	1.6	-52
71	Alexander Buyantuev	1.6	131
72	Timothy F. Welch	1.6	-47
73	Manuel J. Rodriguez	1.6	-36
74	Deirdre Pfeiffer	1.6	536
75	Janelle Knox-Hayes	1.6	324
76	T.William Lester	1.6	277
77	Rob Shields	1.6	176
78	Julian Agyeman	1.5	-64
79	Michael Duncan	1.5	59
80	Yingling Fan	1.5	706
81	Amy Hillier	1.5	63
82	Austin Troy	1.5	-20
83	Michael Stoll	1.5	-7
84	Ann Forsyth	1.5	-44
85	Alan Walks	1.5	125
86	Amber Woodburn	1.5	880
87	Anne K. Salomon	1.5	167
88	Ariel Bierbaum	1.5	709
89	Arlie Adkins	1.5	616
90	Carrie Makarewicz	1.5	586
91	Damon Hall	1.5	319
92	Dawn C. Parker	1.5	-22
93	Elizabeth Currid-Halkett	1.5	96
94	Gordon Douglas	1.5	607
95	Nicholas Brunet	1.5	721
96	Paul Galpern	1.5	271
97	Roger H. Keil	1.5	606
98	Paul Waddell	1.5	-65
99	Casey J. Dawkins	1.5	61
100	Jeff Brown	1.5	20
101	John L. Renne	1.5	83
102	P. Christopher Zegras	1.5	116
103	Stephanie E. Chang	1.5	411
104	Daoqin Tong	1.5	258
105	Justin Hollander	1.5	127
106	Zhenghong Tang	1.5	318
107	Lei Meng	1.4	291
108	Michael Manville	1.4	183
109	Chanam Lee	1.4	-19
110	Stefan Kipfer	1.4	807
111	Walter Nicholls	1.4	-31
112	Stewart Fotheringham	1.4	787
113	Graham Whitelaw	1.4	243
114	Bumjoon Kang	1.4	507
115	Karen Kohfeld	1.4	-88
116	Sonia Hirt	1.4	438
117	Steven Spears	1.4	-50
118	Dale Whittington	1.4	-102
119	Arthur C. Nelson	1.4	-90
120	Claude Lavoie	1.4	-24
121	James W. Hughes	1.4	-8
122	Brian Stone	1.4	5
123	Youqin Huang	1.4	339
124	Danielle Spurlock	1.3	698
125	Matti Siemiatycki	1.3	223
126	Megan Horst	1.3	752
127	Saurabh Lall	1.3	147
128	Zhong-Ren Peng	1.3	848
129	Jennifer Wolch	1.3	-116
130	Jason Corburn	1.3	-19
131	Cherie Westbrook	1.3	176
132	Vivek Shandas	1.3	194
133	Raphael Bostic	1.3	-41
134	Mark Purcell	1.3	-85
135	Alexandre Lebel	1.3	323
136	Eric A. Morris	1.3	407
137	Eric Klopfer	1.3	-77
138	JiYoung Park	1.3	241
139	Marina Alberti	1.3	-122
140	Albert Saiz	1.3	-105
141	Amy K. Glasmeier	1.3	-109
142	Andres Sevtsuk	1.3	159
143	Daniel Schneider	1.3	-61
144	Jake Wegmann	1.3	596
145	Megan Ryerson	1.3	400
146	Nebiyou Tilahun	1.3	237
147	Phuong Nguyen-Hoang	1.3	397
148	Ryan Gibson	1.3	203
149	Shalini Misra	1.3	694
150	Yanqing Xu	1.3	593
151	Lance Freeman	1.2	-73
152	Jason Knouft	1.2	115
153	Gary Dean Painter	1.2	-27
154	Reid Ewing	1.2	-148
155	Francois Proulx	1.2	384
156	James DeFilippis	1.2	-42
157	Jill Clark	1.2	320
158	Liming Wang	1.2	256
159	Owen Waygood	1.2	348
160	Patricia Collins	1.2	268
161	Ragui A. Assaad	1.2	-76
162	Sébastien Lord	1.2	143
163	Daniel B. Hess	1.2	58
164	Hiroyuki Iseki	1.2	67
165	Lisa Schweitzer	1.2	104
166	Tenley Conway	1.2	890
167	Timothy McDaniels	1.2	557
168	Andrew Sanderford	1.2	670
169	Carolyn Whitzman	1.2	117
170	Daniel Piatkowski	1.2	541
171	Jeff Birchall	1.2	420
172	Laiyin Zhu	1.2	627
173	Randall L. Guensler	1.2	-98
174	Zeenat Kotval-Karamchandani	1.2	827
175	Ingrid Gould Ellen	1.2	-121
176	Jeremy Nemeth	1.2	187
177	Thomas W. Sanchez	1.2	854
178	Lisa J. Servon	1.2	-80
179	David Geltner	1.2	-133
180	Alexander Karner	1.2	261
181	Andrea Sarzynski	1.2	159
182	Andrew Mondschein	1.2	473
183	Hilary Nixon	1.2	141
184	Jorge De La Roca	1.2	382
185	Lesli Hoey	1.2	386
186	Robert Goodspeed	1.2	211
187	Xinhao Wang	1.2	740
188	Brian Taylor	1.2	-105
189	Daniel G. Chatman	1.2	96
190	Jerry Zhao	1.2	241
191	Moira Zellner	1.2	104
192	Michael Lens	1.1	468
193	Brian Doucet	1.1	385
194	C. Scott Smith	1.1	396
195	Greg Schrock	1.1	113
196	John M. Bryson	1.1	-188
197	Qing Shen	1.1	-69
198	Joyce Davidson	1.1	-81
199	Martha Feldman	1.1	-192
200	Gulsah Akar	1.1	247
201	Karen Chapple	1.1	38
202	Roberto G. Quercia	1.1	-45
203	Susanna B. Hecht	1.1	-16
204	Xulin Guo	1.1	617
205	Anastasia Loukaitou-Sideris	1.1	-124
206	Manoj Shrestha	1.1	289
207	Mark R. Stevens	1.1	283
208	Michael B. Lowry	1.1	378
209	Nikhil Kaza	1.1	234
210	Steven C. Bourassa	1.1	278
211	Elizabeth Wentz	1.1	-10
212	Timothy Beatley	1.1	775
213	Chengri Ding	1.1	-106
214	Evelyn Blumenberg	1.1	-62
215	Mai Nguyen	1.1	34
216	Robert Bullard	1.1	-108
217	Shannon Van Zandt	1.1	137
218	Sungyop Kim	1.1	2
219	Chris Tilly	1.1	-169
220	Aaron Golub	1.1	67
221	Sean Markey	1.1	-65
222	Philip R. Berke	1.1	-194
223	Weiping Wu	1	223
224	Alberto Fuentes	1	710
225	Alexandra Flynn	1	825
226	Andrea Roberts	1	663
227	April Jackson	1	446
228	Balakrishnan Rajagopal	1	-52
229	Bernadette Hanlon	1	158
230	Bjorn Sletto	1	177
231	Carissa Schively Slotterback	1	87
232	Caroline E. Scruggs	1	543
233	Carsten Braun	1	104
234	Christopher Coutts	1	277
235	Clara E. Irazábal-Zurita	1	110
236	Danielle Labbé	1	420
237	Dyana Mason	1	629
238	Emmanuel Frimpong Boamah	1	724
239	Eva Kassens-Noor	1	234
240	Haifeng Qian	1	220
241	Henry C. Renski	1	120
242	J.R. DeShazo	1	-117
243	Jason Hackworth	1	-154
244	Jason Jackson	1	569
245	Jeffrey Doshna	1	632
246	Jennifer Dean	1	225
247	Jennifer Tucker	1	743
248	Jill A.E. Blakley	1	252
249	Joshua Drucker	1	81
250	Jun Zhang	1	235
251	Junfeng Jiao	1	233
252	Kareem M. Usher	1	701
253	Katharine N. Rankin	1	-1
254	Kathy Quick	1	162
255	Krista M. Evans	1	796
256	Lilian Alessa	1	-87
257	Lucie Laurian	1	-1
258	Marcus Hendricks	1	794
259	Marisa Zapata	1	339
260	Meagan Ehlenz	1	707
261	Melissa Currie	1	679
262	Paul Ong	1	-203
263	Rachel Meltzer	1	274
264	Ralph P. Hall	1	227
265	Revel Sims	1	562
266	Robert Patrick	1	-136
267	Rosanna G. Rivero	1	565
268	Rui Li	1	644
269	Sean Cox	1	-4
270	Shiguo Jiang	1	466
271	Sun Sheng Han	1	401
272	Timothy LeDoux	1	323
273	William H. Butler	1	423
274	Zhan Guo	1	397
275	Genevieve Giuliano	1	-252
276	Mark Jaccard	1	-192
277	Loren Lutzenhiser	1	-180
278	Michael Kuby	1	-190
279	Zorica Nedovic-Budic	1	95
280	John Forester	1	-271
281	Betsy Donald	0.9	7
282	Dowell Myers	0.9	-218
283	Kathe Newman	0.9	-75
284	Alan A. Lew	0.9	-233
285	Edward G. Goetz	0.9	-206
286	Lawrence W. Martz	0.9	-231
287	Nichola J. Lowe	0.9	95
288	Peilei Fan	0.9	23
289	Mukesh Kumar	0.9	49
290	David W. Marcouiller	0.9	-196
291	Eric Dumbaugh	0.9	5
292	Lois Takahashi	0.9	-149
293	Abel Valenzuela	0.9	-194
294	John D. Landis	0.9	-226
295	Natasha Iskander	0.9	209
296	Faranak Miraftab	0.9	-148
297	Lawrence Susskind	0.9	-282
298	Arnab Chakraborty	0.9	263
299	Andre Sorensen	0.9	-83
300	David King	0.9	159
301	Victoria Basolo	0.9	16
302	Rachel G. Kleit	0.9	-32
303	Clinton J. Andrews	0.9	-158
304	Bev Wilson	0.9	389
305	Jill Grant	0.9	-183
306	Jean Morin	0.9	15
307	Paul Hess	0.9	-160
308	Paul Lewis	0.9	-115
309	Andrew Whittemore	0.9	449
310	Asha Weinstein Agrawal	0.9	45
311	Ivy Lingqian Hu	0.9	335
312	Ming Zhang	0.9	-23
313	Stephanie R. Ryberg	0.9	673
314	Walter G. Peacock	0.9	-63
315	Jonathan Justice	0.9	97
316	Robert A. Beauregard	0.9	-295
317	Carolina K. Reid	0.9	96
318	Janice Barry	0.9	360
319	Jennifer Clark	0.9	-113
320	Kate Lowe	0.9	424
321	Katherine O’Regan	0.9	-150
322	Mikiko Terashima	0.9	384
323	Pascal Haegeli	0.9	122
324	Rebecca C. Lewis	0.9	424
325	Robert M. Silverman	0.9	312
326	Robert Schneider	0.9	354
327	Florent Joerin	0.9	-72
328	Sasha Tsenkova	0.9	15
329	William Rohe	0.9	-307
330	Douglas Houston	0.8	134
331	Greg H. Lindsey	0.8	-161
332	Diane E. Davis	0.8	-209
333	Darrick Hamilton	0.8	-41
334	David Thacher	0.8	-88
335	Marilyn Taylor	0.8	-296
336	Bumsoo Lee	0.8	67
337	Emma Aguila	0.8	211
338	Frank Goetzke	0.8	128
339	Gerrit J. Knaap	0.8	-273
340	Lisa Bjorkman	0.8	385
341	Lisa K. Bates	0.8	140
342	Manish Shirgaokar	0.8	431
343	Matthew Ruther	0.8	493
344	Matthias Sweet	0.8	366
345	Michelle Buckley	0.8	338
346	Renia Ehrenfeucht	0.8	81
347	Stephan Schmidt	0.8	641
348	Eran Ben-Joseph	0.8	-183
349	Madhav Badami	0.8	68
350	Marc Schlossberg	0.8	-160
351	Meenu Tewari	0.8	-58
352	Yizhao Yang	0.8	170
353	Alenka Poplin	0.8	258
354	Joseph Grengs	0.8	16
355	Ming-Han Li	0.8	40
356	Samina Raja	0.8	523
357	Steven Handel	0.8	66
358	Joe Qian	0.8	230
359	Meghan Gough	0.8	248
360	Orly Linovski	0.8	499
361	Rachel Weber	0.8	-125
362	Roxane Lavoie	0.8	255
363	Shomon Shamsuddin	0.8	156
364	Susannah Bunce	0.8	-344
365	Duncan Knowler	0.8	-323
366	Theresa Garvin	0.8	364
367	Laura Reese	0.8	-214
368	Robert Brown	0.8	133
369	Carlos Balsas	0.8	-47
370	Domenic Vitiello	0.8	165
371	Kevin P. Czajkowski	0.8	-199
372	Richard D. Margerum	0.8	-236
373	Barry Checkoway	0.8	-332
374	Ajay Agarwal	0.8	202
375	Amelie Y. Davis	0.8	209
376	Christian L. Redfearn	0.8	-113
377	Christopher A. De Sousa	0.8	-132
378	Damian Pitt	0.8	264
379	Rosie Tighe	0.8	142
380	Subhrajit Guhathakurta	0.8	-375
381	Thomas A. Hutton	0.8	-219
382	Vinit Mukhija	0.8	511
383	Karl Kim	0.8	-216
384	Randall Crane	0.8	-313
385	Leonie Sandercock	0.8	-355
386	Nezar Alsayyad	0.8	-286
387	Kenneth D. Genskow	0.8	-11
388	Larissa Larsen	0.8	-247
389	David Imbroscio	0.8	-176
390	Barbara Faga	0.8	513
391	Catherine T. Lawson	0.8	-252
392	Conrad Christiaan Kickert	0.8	529
393	David Bieri	0.8	289
394	Galen D. Newman	0.8	400
395	Jaclene Begley	0.8	509
396	Jae Hong Kim	0.8	238
397	Jeffrey Lowe	0.8	338
398	John Lewis	0.8	34
399	Louis Merlin	0.8	390
400	Philip S. Watson	0.8	165
401	Robert A. Simons	0.8	486
402	Yunmi Park	0.8	366
403	Evelyn Pinkerton	0.7	-347
404	Scott A. Bollens	0.7	415
405	Kheir Al-Kodmany	0.7	-182
406	David R. Paul	0.7	-208
407	Mary E. Davis	0.7	-32
408	Michael Drescher	0.7	-20
409	Qisheng Pan	0.7	78
410	William J. Cohen	0.7	142
411	Laura Leete	0.7	-208
412	Mark Roseland	0.7	-296
413	Makena Coffman	0.7	195
414	Robert F. Young	0.7	-403
415	Ruth L. Steiner	0.7	566
416	Ryan P. Allen	0.7	387
417	Francis Y. Owusu	0.7	-49
418	Richard A. Matthew	0.7	-213
419	Andrew Greenlee	0.7	431
420	David Tulloch	0.7	-136
421	Greg Newmark	0.7	388
422	Kurt G. Paulsen	0.7	160
423	Pierre Filion	0.7	-291
424	William Bowen	0.7	440
425	Teresa Caldeira	0.7	-113
426	Joseph Desloges	0.7	-179
427	Robert Olshansky	0.7	-151
428	Connie P. Ozawa	0.7	-191
429	Sheldon Krimsky	0.7	554
430	Laura Cameron	0.7	44
431	Sandeep Kumar Agrawal	0.7	-62
432	Diana Mitsova	0.7	131
433	Kanishka Goonewardena	0.7	-117
434	Karen Umemoto	0.7	-14
435	Marc Doussard	0.7	118
436	Murray Rutherford	0.7	-47
437	Stacey S. White	0.7	588
438	Clarence Woudsma	0.7	56
439	Philip Ashton	0.7	28
440	Ken Lertzman	0.7	-211
441	Richard Joseph Jackson	0.7	587
442	James H. Spencer	0.7	87
443	Julia Sass Rubin	0.7	66
444	Lisa Bornstein	0.7	-44
445	Michael Frisch	0.7	70
446	Ute A. Lehrer	0.7	601
447	Elizabeth Macdonald	0.7	-165
448	Kazuya Kawamura	0.7	-46
449	Thomas J. Campanella	0.7	-214
450	Timothy S. Chapin	0.7	305
451	Glenn S. Johnson	0.7	-297
452	David Listokin	0.7	-357
453	Amrita Singh	0.7	538
454	Elisabeth M. Hamin	0.7	-121
455	Jane Rongerude	0.7	212
456	John West	0.7	566
457	Kian Goh	0.7	361
458	Laura Lawson	0.7	-158
459	Marla K. Nelson	0.7	24
460	Martin Bunch	0.7	-100
461	Priyam Das	0.7	288
462	Shishir Mathur	0.7	-41
463	Vincent Reina	0.7	-8
464	Alex Schwartz	0.7	-298
465	Janet Kelly	0.7	-304
466	Mark Rosentraub	0.7	-363
467	Ellen M. Bassett	0.6	-29
468	Robert G. Paterson	0.6	-396
469	Jonathan Levine	0.6	-290
470	Lan Deng	0.6	94
471	Lynn Mandarano	0.6	9
472	Gerardo Sandoval	0.6	120
473	Lawrence J. Vale	0.6	-372
474	Leela Viswanathan	0.6	285
475	Li Yang	0.6	-26
476	Mintesnot Woldeamanuel	0.6	192
477	Tara McGee	0.6	330
478	Paul Smoke	0.6	-323
479	Jennifer Light	0.6	-185
480	Liette Gilbert	0.6	-51
481	Richard W. Willson	0.6	-424
482	Susan Ruddick	0.6	249
483	Rodolfo D. Torres	0.6	170
484	Daniel DeCaro	0.6	202
485	Daniel J. Hammel	0.6	-293
486	David Gordon	0.6	-208
487	David Hsu	0.6	247
488	Divya Chandrasekhar	0.6	360
489	Henrik P. Minassians	0.6	-83
490	James Moore	0.6	-293
491	Joanna Ganning	0.6	304
492	Kathleen Baker	0.6	33
493	Ronald Malega	0.6	536
494	Kevin McHugh	0.6	-345
495	Chansheng He	0.6	-245
496	Kyle Y. Whitfield	0.6	145
497	Maged Senbel	0.6	92
498	Michael Leaf	0.6	-196
499	Sarah Williams	0.6	327
500	Patricia A. Wilson	0.6	-262
501	Jose A. Gomez-Ibanez	0.6	-424
502	Ana Paula Pimentel Walker	0.6	471
503	Anna Livia Brand	0.6	429
504	Anuradha Mukherji	0.6	279
505	Jan Whittington	0.6	147
506	Jennifer Minner	0.6	453
507	Nicole Ngo	0.6	409
508	Nisha Botchwey	0.6	33
509	Stephen Buckman	0.6	430
510	Sumei Zhang	0.6	167
511	Robert W. Burchell	0.6	209
512	Kris Wernstedt	0.6	-148
513	Joseph Heathcott	0.6	-56
514	Neema Kudva	0.6	-16
515	Stacy Harwood	0.6	208
516	Bonnie Johnson	0.6	188
517	Carolyn McAndrews	0.6	196
518	Deden Rukmana	0.6	83
519	Malo Andre Hutson	0.6	-173
520	Nik Luka	0.6	245
521	Vikas Mehta	0.6	-302
522	Alec Aitken	0.6	-156
523	Martin Lee-Gosselin	0.6	-281
524	Victoria A. Beard	0.6	-312
525	Alec Ian Gershberg	0.6	-245
526	Bum Seok Chun	0.6	99
527	Cornelius Nuworsoo	0.6	135
528	Ernest Sternberg	0.6	-218
529	Peter R. Mulvihill	0.6	-17
530	Ryan Walker	0.6	83
531	Ned Hill	0.6	-372
532	Leonora Angeles	0.6	-27
533	Annette M. Kim	0.6	-2
534	Brent D. Ryan	0.6	-1
535	Eric Rapaport	0.6	89
536	Sofia Dermisi	0.6	-43
537	Alfonso Morales	0.6	-193
538	Harvey M. Jacobs	0.6	-290
539	Avis C. Vidal	0.6	-434
540	Charisma Acey	0.6	304
541	David R. Howell	0.6	-410
542	Genevieve Cloutier	0.6	256
543	Jane Law	0.6	-44
544	John McNutt	0.6	-269
545	Leah Meisterlin	0.6	208
546	Maria Manta Conroy	0.6	-302
547	Richard B. Peiser	0.6	-405
548	Laura C. Johnson	0.6	-156
549	William N Dunn	0.6	80
550	Guoqiang Shen	0.6	-106
551	Ivonne Audirac	0.5	-317
552	John Welch	0.5	-293
553	Laura E. Taylor	0.5	41
554	Luna Khirfan	0.5	222
555	John Gilderbloom	0.5	-312
556	Christine Bae	0.5	-229
557	Hyeon-Shic Shin	0.5	131
558	Scott D. Campbell	0.5	-377
559	Martin Murray	0.5	-373
560	David Prytherch	0.5	39
561	Edmund Merem	0.5	58
562	Mary Beth Schlemper	0.5	86
563	Rebecca Miles	0.5	-369
564	Richard Milgrom	0.5	-24
565	Ruihong Huang	0.5	28
566	Sanjoy Mazumdar	0.5	299
567	Bishwapriya Sanyal	0.5	-358
568	Perry Yang	0.5	-36
569	Burrell E. Montz	0.5	-419
570	Mahyar Arefi	0.5	-122
571	Mickey Lauria	0.5	-403
572	Jinhua Zhao	0.5	-147
573	M.C. Nihal Perera	0.5	-104
574	Michael A. Burayidi	0.5	-140
575	Neil Reid	0.5	-247
576	Dirk de Boer	0.5	-219
577	David Pijawka	0.5	-440
578	Robert W. Lake	0.5	-504
579	Thomas Gunton	0.5	-428
580	Eugenie L. Birch	0.5	-405
581	Adrienne Greve	0.5	-19
582	Amrita Daniere	0.5	-269
583	Ashima Krishna	0.5	402
584	Brenda Parker	0.5	103
585	Brian A. Mikelbank	0.5	-150
586	Bryce Lowery	0.5	297
587	C. Scott Dempwolf	0.5	197
588	Carlton Basmajian	0.5	193
589	Carolyn G. Loh	0.5	190
590	Christopher Bitter	0.5	7
591	David C. Sloane	0.5	-409
592	Elizabeth Brabec	0.5	-364
593	Eric J. Heikkila	0.5	-336
594	Evangeline Linkous	0.5	355
595	Gabriella Y. Carolini	0.5	-39
596	Jean Marie Hartman	0.5	-324
597	Jennifer J. Foster	0.5	103
598	Jesse LeCavalier	0.5	203
599	Jesse Saginor	0.5	71
600	Joyce Pressley	0.5	-121
601	Kelly L. Kinahan	0.5	280
602	Kristen B. Crossney	0.5	115
603	Li Yin	0.5	-209
604	Maggie Cowell	0.5	-195
605	Mark S. Winfield	0.5	-116
606	Megan L. Heckert	0.5	157
607	Michael Hooper	0.5	221
608	Misun Hur	0.5	-62
609	Nan Ellin	0.5	-436
610	Naomi Adiv	0.5	369
611	Nicholas J. Marantz	0.5	345
612	Pamela Robinson	0.5	-99
613	Rebecca Retzlaff	0.5	-44
614	Rebecca Walter	0.5	306
615	Rui Wang	0.5	-3
616	Sai Balakrishnan	0.5	-277
617	Sanglim Yoo	0.5	-267
618	Sangwoo "Marty" Sung	0.5	266
619	Sanjeev Vidyarthi	0.5	419
620	Sarah Coffin	0.5	435
621	Sarah Hinners	0.5	60
622	Serena Alexander	0.5	-73
623	Seth Pipkin	0.5	383
624	Suwan Shen	0.5	-43
625	Taro Narahara	0.5	-321
626	Willow Lung-Amam	0.5	-579
627	Mitchell Moss	0.5	-493
628	Ray Bromley	0.5	-513
629	George O. Rogers	0.5	-320
630	Vicente del Rio	0.5	-226
631	Raphael Fischler	0.5	-213
632	Eric Avila	0.5	-291
633	Avrum J. Shriar	0.5	-13
634	Cecilia Giusti	0.5	-19
635	DongMei Chen	0.5	-276
636	Richard K. Norton	0.5	-600
637	Bruce Stiftel	0.5	-433
638	David P. Varady	0.5	-461
639	Ajay M. Garde	0.5	-59
640	Laura Solitare	0.5	-106
641	Cliff Ellis	0.5	-312
642	Caitlin Dyckman	0.5	42
643	Charles Santo	0.5	-15
644	Elliott Sclar	0.5	-542
645	Frank J. Popper	0.5	-487
646	David M. Simpson	0.5	-206
647	Lucius Hallett	0.5	82
648	Robert Fishman	0.5	-170
649	Gary Pivo	0.5	-516
650	Keith Bartholomew	0.5	-424
651	Kieran Donaghy	0.5	-260
652	John Meligrana	0.5	-200
653	Nina-Marie Lister	0.5	-200
654	W Dennis Keating	0.5	-383
655	Mark Seasons	0.4	-250
656	Tridib Banerjee	0.4	242
657	Jean-Philippe Meloche	0.4	69
658	Maria Rendon	0.4	-1
659	Mark Manone	0.4	119
660	Matin Katirai	0.4	120
661	Mohammad Gharipour	0.4	224
662	Robin Ersing	0.4	-396
663	Thomas L. Daniels	0.4	-489
664	David Miller	0.4	-317
665	Christopher Silver	0.4	-382
666	Ahmed Allahwala	0.4	179
667	Alvaro Huerta	0.4	247
668	Anette Freytag	0.4	257
669	Jacob Wagner	0.4	69
670	Jay Mittal	0.4	235
671	Kimberley Kinder	0.4	223
672	Mary M. Edwards	0.4	-164
673	Ren Thomas	0.4	224
674	Suzanne Lanyi Charles	0.4	300
675	Zeynep Toker	0.4	-394
676	Joseph Ferreira	0.4	-462
677	Elizabeth J. Mueller	0.4	-175
678	Raymond Asomani-Boateng	0.4	-78
679	Aslıgül Göçmen	0.4	62
680	Bethany M. Stich	0.4	74
681	Dana Cuff	0.4	-518
682	Laura Saija	0.4	180
683	Stacey Sutton	0.4	-191
684	Zenia Z. Kotval	0.4	104
685	Carl Amrhein	0.4	-460
686	James A. Lagro	0.4	-308
687	John J. Betancur	0.4	-345
688	Peter G. Rowe	0.4	-570
689	Ashok Das	0.4	33
690	Branden Born	0.4	-384
691	Carrie Mitchell	0.4	3
692	Daniel B. Abramson	0.4	-137
693	Fernando Burga	0.4	309
694	Gregory Veeck	0.4	-363
695	Joseph Vonasek	0.4	268
696	Juan Torres	0.4	115
697	Kenya Covington	0.4	15
698	Krystopher Chutko	0.4	126
699	Monica A. Haddad	0.4	-38
700	Patricia L. Machemer	0.4	-261
701	Rachel Berney	0.4	71
702	Rae Bridgman	0.4	-196
703	Renee Irvin	0.4	-504
704	Stephanie Frank	0.4	-670
705	Sudeshna Ghosh	0.4	-490
706	Sujata Shetty	0.4	264
707	Todd Ellis	0.4	-410
708	Wendy A. Kellogg	0.4	-579
709	Peter Victor	0.4	-599
710	Joan Busquets	0.4	-499
711	Mordecai Lee	0.4	-388
712	Charles E. Connerly	0.4	-335
713	Kirk McClure	0.4	-327
714	Sanda Kaufman	0.4	340
715	Penelope Gurstein	0.4	-289
716	Nancy Brooks	0.4	-253
717	Deborah Howe	0.4	-309
718	Dennis Frenchman	0.4	-369
719	Jerry Anthony	0.4	-192
720	Bhuiyan Alam	0.4	-21
721	David L. Feldman	0.4	-444
722	Guoping Huang	0.4	-7
723	Kian Tajbakhsh	0.4	-262
724	Michael Oden	0.4	-206
725	Yiping Fang	0.4	-410
726	Barbara Wilson	0.4	165
727	Ben Clark	0.4	23
728	Clayton Howard	0.4	222
729	Jason S. Brody	0.4	216
730	Jenny H. Liu	0.4	146
731	Leith Deacon	0.4	-10
732	Stefan Al	0.4	-267
733	Zeynep Celik	0.4	-186
734	J. Phillip Thompson	0.4	-466
735	John Radke	0.4	-399
736	Niraj Verma	0.4	-294
737	Wayne Caldwell	0.4	-19
738	Anthony Middlebrooks	0.4	-49
739	Petra Doan	0.4	-355
740	Archana Sharma	0.4	120
741	Katherine Lieberknecht	0.4	84
742	Kelly Main	0.4	43
743	Marcela González Rivas	0.4	31
744	Max O. Stephenson	0.4	-419
745	Samia Kirchner	0.4	216
746	John Gaber	0.4	-189
747	Dawn Jourdan	0.4	53
748	Earthea Nance	0.4	-74
749	Andrew Rumbach	0.4	28
750	David L. Gladstone	0.4	-299
751	John Felkner	0.4	-100
752	Judith Grant Long	0.4	-105
753	Lorie Higgins	0.4	-185
754	Lyna L. Wiggins	0.4	-381
755	Janet Smith	0.4	-273
756	Emil Malizia	0.3	-573
757	Jerry V. Mitchell	0.3	-335
758	Kenneth S. Chew	0.3	-304
759	Alex Krieger	0.3	-552
760	Douglas Webster	0.3	-425
761	June Manning Thomas	0.3	-500
762	Abhinav Alakshendra	0.3	209
763	Ahsan Habib	0.3	83
764	Allan W. Shearer	0.3	-142
765	Benjamin Teresa	0.3	242
766	Bruce Dvorak	0.3	-270
767	Huston Gibson	0.3	166
768	Ivis Garcia Zambrana	0.3	285
769	Jesus J. Lara	0.3	144
770	John C. Harris	0.3	168
771	John FitzGibbon	0.3	-576
772	Kate Nesse	0.3	158
773	Kathryn Frank	0.3	-135
774	Liza Pappas	0.3	190
775	Margaret E. Dewar	0.3	-441
776	Maria Martinez-Cosio	0.3	-85
777	Michael Boswell	0.3	-163
778	Olurominiyi Ibitayo	0.3	-174
779	Samuel Ndegeah	0.3	-727
780	Sara Hamideh	0.3	-550
781	Stephen J. Ramos	0.3	127
782	Steven G. Koven	0.3	-713
783	Sweta Byahut	0.3	206
784	Ted Grevstad-Nordbrock	0.3	83
785	Thomas Skuzinski	0.3	8
786	Tisha Holmes	0.3	-390
787	Tom Narins	0.3	-227
788	Yanmei Li	0.3	-610
789	John J. Accordino	0.3	-339
790	Rahul Mehrotra	0.3	-304
791	Sabina E. Deitrick	0.3	-173
792	William J. Siembieda	0.3	-276
793	David C. Perry	0.3	-495
794	Patrick L. Lawrence	0.3	-140
795	Karen Mulcahy	0.3	-100
796	Sy Adler	0.3	207
797	Paula Negron	0.3	7
798	Rainer vom Hofe	0.3	-158
799	Robert Mugerauer	0.3	-428
800	Susan L. Bradbury	0.3	-540
801	Catherine L. Ross	0.3	-511
802	Dohyung Kim	0.3	99
803	Franck Scherrer	0.3	-164
804	George Bevan	0.3	8
805	Henry Louis Taylor	0.3	-281
806	Jerold S. Kayden	0.3	-492
807	Manish Chalana	0.3	45
808	Mario Carrier	0.3	-199
809	Michael Larice	0.3	-140
810	Noel Keough	0.3	-44
811	Paul Zwick	0.3	-418
812	Beverly A. Sandalack	0.3	-110
813	Harley F. Etienne	0.3	60
814	Nina David	0.3	122
815	Paul Rollinson	0.3	-171
816	Anne Whiston Spirn	0.3	-697
817	Robin Boyle	0.3	-726
818	Alana Boland	0.3	-81
819	Siddhartha Sen	0.3	81
820	Christopher Auffrey	0.3	-290
821	Ilir Bejleri	0.3	-107
822	Mark I. Wilson	0.3	-305
823	Richard M. Levy	0.3	-326
824	Biswa R. Das	0.3	5
825	Eric Bardenhagen	0.3	155
826	Moises Gonzales	0.3	121
827	Ning Ai	0.3	101
828	Robert B. Kent	0.3	-606
829	Brian W. Ohm	0.3	-255
830	Teresa L. Cordova	0.3	-811
831	Jessica Sewell	0.3	-92
832	Nancy Frank	0.3	-294
833	Jan Marie Fritz	0.3	-514
834	Alexander D'Hooghe	0.3	46
835	Joy A. Fritschle	0.3	39
836	Karen J. Gibson	0.3	-201
837	Larry Beasley	0.3	3
838	Larry Lawhon	0.3	-76
839	Andrew Kliskey	0.3	-581
840	Timothy O. Borich	0.3	-775
841	Jacob Oluwoye	0.3	-542
842	William F. Menking	0.3	-654
843	Martin H. Krieger	0.3	-511
844	G. William Page	0.3	-479
845	Douglas Kelbaugh	0.3	-487
846	Margaret Carr	0.3	-413
847	Reza Banai	0.3	-457
848	Alina Gross	0.3	209
849	Allie Thomas	0.3	209
850	Courtney Knapp	0.3	190
851	Don Leonard	0.3	190
852	Elsie Harper-Anderson	0.3	-143
853	Grant Jacobson	0.3	145
854	Jeremy Merrill	0.3	205
855	Joan M. Wesley	0.3	-6
856	Johanna W. Looye	0.3	-95
857	John S. Pipkin	0.3	-401
858	Julie Dickey	0.3	202
859	Leah Hollstein	0.3	183
860	Matthew Clary	0.3	201
861	Max Michel Raynaud	0.3	162
862	Megan E. Heim LaFrombois	0.3	150
863	Mi Shih	0.3	46
864	Robert S. Bristow	0.3	-623
865	Tim Green	0.3	-719
866	Ellen J. Pader	0.2	-455
867	James E. Mower	0.2	-177
868	Danilo Palazzo	0.2	-218
869	Kristin Larsen	0.2	-161
870	Michael L. Poirier Elliott	0.2	-490
871	Michelle M. Thompson	0.2	-69
872	Peter G. Flachsbart	0.2	-346
873	Patricia Manuel	0.2	-242
874	Tamara Laninga	0.2	160
875	Leobardo F. Estrada	0.2	-339
876	Carla Chifos	0.2	-86
877	Enid Arvidson	0.2	-85
878	Jon E. Rodiek	0.2	-463
879	Forster Ndubisi	0.2	-409
880	David van Vliet	0.2	16
881	Dristi Neog	0.2	111
882	Francesca Ammon	0.2	69
883	George W. Dougherty	0.2	-48
884	Kerry Brooks	0.2	-219
885	Matthew Gebhardt	0.2	-75
886	Brenda Case Scheer	0.2	-450
887	Gabrielle Esperdy	0.2	-105
888	Behrooz Kalantari	0.2	-124
889	Benjamin Ofori-Amoah	0.2	-120
890	Carolyn Ball	0.2	-489
891	Evandro C. Santos	0.2	63
892	Jason Charalambides	0.2	34
893	Barbara Rahder	0.2	-201
894	Andrew Seidel	0.2	-321
895	William J. Drummond	0.2	-337
896	David J. Nemeth	0.2	-264
897	Aaron Rollins	0.2	146
898	Darrel Ramsey-Musolf	0.2	134
899	David A. Lewis	0.2	-250
900	David Lemberg	0.2	-203
901	Gregory Morrow	0.2	59
902	Hemalata Dandekar	0.2	-327
903	Jae Teuk Chin	0.2	159
904	John FitzSimons	0.2	-133
905	Kathryn L. Howell	0.2	103
906	Mattijs van Maasakkers	0.2	90
907	Raymond Lifchez	0.2	-397
908	Reginald Y. Kwok	0.2	-341
909	So-Ra Baek	0.2	-647
910	Zhixi Cecilia Zhuang	0.2	-287
911	Nonita Yap	0.2	-278
912	Jianling Li	0.2	-155
913	David Amborski	0.2	-249
914	Daniel D'Oca	0.2	-4
915	Diane L. Zahm	0.2	-279
916	Georgeen Theodore	0.2	-26
917	Michael Holleran	0.2	-147
918	Gérard Beaudet	0.2	-288
919	Jaap Vos	0.2	-49
920	Joochul Kim	0.2	-262
921	Alan M. Berger	0.2	-445
922	Robert G. Shibley	0.2	-695
923	Jonathan Massey	0.2	-178
924	Tonya Nashay Sanders	0.2	100
925	John E. Benhart	0.2	-69
926	Kami Pothukuchi	0.2	-159
927	Rajinder Jutla	0.2	-181
928	Richard DiFrancesco	0.2	-120
929	Antonio Raciti	0.2	87
930	Beth Wielde Heidelberg	0.2	63
931	Dina Adbulkarim	0.2	132
932	John Zuck	0.2	-25
933	Laura Harjo	0.2	-137
934	Lisa DeChano-Cook	0.2	35
935	Mulatu Wubneh	0.2	-276
936	R. Dawn Hawley	0.2	-83
937	Rodrigo Cantarero	0.2	-850
938	Shelagh McCartney	0.2	-665
939	Sheri Longboat	0.2	-913
940	Wolfram Hoefer	0.2	-18
941	Claudia B. Isaac	0.2	-314
942	Luis E. Santiago Acevedo	0.2	4
943	Sherry Bame	0.2	-61
944	I-Shian Suen	0.2	-81
945	Susan Roakes	0.1	-362
946	Xueming Chen	0.1	-842
947	Anna Joo Kim	0.1	-114
948	Dorothy Ives Dewey	0.1	-42
949	Joan M. Welch	0.1	-304
950	Johanne Brochu	0.1	59
951	Maritza Barreto Orta	0.1	-10
952	Michael Tomlan	0.1	-245
953	Rajyashree Narayanareddy	0.1	80
954	Talya Thomas	0.1	-721
955	Ward Thomas	0.1	-427
956	Yunwoo Nam	0.1	2
957	Ronald Pushchak	0.1	-294
958	Theodore Jojola	0.1	-486
959	Dolores Foley	0.1	-98
960	Jay Emerson	0.1	-145
961	Jonathan Martin	0.1	-376
962	Luciano Minerbi	0.1	-336
963	Ayse Yonder	0.1	-235
964	Gary D. Taylor	0.1	-122
965	Jeff Casello	0.1	-34
966	Mark Reinberger	0.1	-95
967	Chang-Shan Huang	0.1	-292
968	Grant Cunningham	0.1	-117
969	Gwen Urey	0.1	-122
970	Steven W. Peuquet	0.1	-304
971	Ardeshir Anjomani	0.1	-184
972	Alison L. Smith	0.1	45
973	Andrzej Zarzycki	0.1	-81
974	Craig Olwert	0.1	39
975	Curtis Winkle	0.1	-184
976	Daniele Spirandelli	0.1	-425
977	Kimberly Burton	0.1	17
978	Lalita Sen	0.1	-236
979	Yuseung Kim	0.1	35
980	William M. Fleming	0.1	-364
981	Alan Weinstein	0.1	-176
982	Mary-Ellen Tyler	0.1	-125
983	David J. Edelman	0.1	-125
984	Gary W. Coutu	0.1	-32
985	Steven Webber	0.1	-10
986	Flavia Montenegro-Menezes	0.1	32
987	K. Meghan Wieters	0.1	-52
988	Michaele Pride	0.1	-102
989	Miriam Porter	0.1	-46
990	Carmen M. Concepcion Rodriguez	0.1	-79
991	Maggie Valentine	0.1	-272
992	Robert A. Jones	0.1	-947
993	Calvin O. Masilela	0.1	-138
994	Dean Almy	0.1	-52
995	Maya Wiley	0.1	-58
996	Thomas Schurch	0.1	-693
997	Anton C. Nelessen	0.1	-394
998	Brian Conz	0.1	37
999	Heather L. Khan	0.1	-81
1000	Jane Case Lilly	0.1	-125
1001	Kate John-Adler	0.1	9
1002	Maria Arquero de Alarcon	0.1	62
1003	Stephan Gray	0.1	-823
1004	Toni L. Griffin	0.1	-36
1005	David F. Brown	0.1	-307
1006	Pamela E. Foti	0.1	-175
1007	Russell J. Fricano	0.1	-435
1008	Berneece Herbert	0.1	11
1009	Francisco Alaniz Uribe	0.1	-107
1010	Elías R. Gutiérrez Sanchez	0.1	-156
1011	Gerardo Navas-Davila	0.1	-279
1012	Richard S. Booth	0.1	-34
1013	Abuduwasiti Wulamu	0.1	52
1014	Donald H. Miller	0.1	-472
1015	Eran Kaplinsky	0.1	5
1016	Jacques Fisette	0.1	-93
1017	Jeffrey Chusid	0.1	-102
1018	Kyle Ezell	0.1	-14
1019	Moe Chowdhury	0.1	-180
1020	Norma I. Peña-Rivera	0.1	46
1021	Chukudi Izeogu	0.1	-133
1022	Rafael L. Irizarry Odlum	0.1	-188
1023	Criseida Navarro-Diaz	0.1	4
1024	Richard J. Hoch	0.1	-704
1025	Tobiah Horton	0.1	14
1026	James P. Lewandowski	0.1	-54
1027	Mary Anne Alabanza Akers	0.1	-83
1028	Eric Schiefer	0.1	-426
1029	John Devlin	0.1	-18
1030	Karl Leiker	0.1	-48
1031	Lohren Deeg	0.1	13
1032	Charles Warnken	0.1	36
1033	Felipe Correa	0.1	-12
1034	John W. Keller	0.1	-447
1035	Marco Musiana	0.1	34
1036	Geoffrey J. Booth	0.1	-167
1037	Stephanie Rolley	0.1	-285
1038	Sheri Smith	0.1	-12
1039	John W. Fuller	0.1	-360
1040	Stephen Goldsmith	0.1	-435
1041	Ric Richardson	0.1	-93
1042	Carole Galante	0.1	-27
1043	Margo Hill	0.1	27
1044	Earl Gooding	0	-39
1045	Jack Crowley	0	-126
1046	La Barbara Wigfall	0	-81
1047	Lauri Macmillan	0	-90
1048	Janet Cherrington-Cucore	0	23
1049	Alfred D. Price	0	-50
1050	Bruce W. Frankel	0	-55
1051	Michel Dufresne	0	-51
1052	Ashley Steffens	0	20
1053	Richard Alomar	0	20
1054	Sammy Kent Anderson	0	-830
1055	Julianna Delgado	0	20
1056	Kirk E. Harris	0	-215
1057	Dayana M. Salazar	0	-102
1058	Michel Guenet	0	-13
1059	Darius Sollohub	0	-62
1060	Andrei Lapenas	0	-375
1061	Enrique Figueroa	0	-25
1062	Felix R. Barreto	0	-78
1063	Joy Swallow	0	13
1064	Frank Palermo	0	-87
1065	Avi Akkerman	0	12
1066	Gary Austin	0	-20
1067	Scott I. Truex	0	-974
1068	Suzanne Morse Moomaw	0	-173
1069	Eric J. Strauss	0	-252
1070	Umit Yilmaz	0	-961
1071	Fran Jacobs	0	-34
1072	John Shapiro	0	-148
1073	Mitchell Kosny	0	-25
1074	Ronald Keeble	0	-1031
1075	Gordon Scholz	0	-26
1076	Gary Stith	0	-46
1077	Richard R. Tangum	0	-640

There is an on-going debate about proper citation metrics among bibliometricians (and academics generally). Your comments and questions are greatly appreciated.

References

Ioannidis JPA, Boyack K, and Wouters PF (2016). Citation Metrics: A Primer on How (Not) to Normalize. PLoS Biol 14(9): e1002542. doi:10.1371/journal.pbio.1002542

Posted in Citation analysis, publications, research | Tagged citations | 1 Comment

Citation Activity of Urban Planning Assistant Professors

Posted on February 18, 2018 by Tom Sanchez

Occasionally I am asked how the citation rankings for planning programs take into account the age and rank distribution of planning programs (see most recent analysis: http://tomwsanchez.com/2018-urban-planning-faculty-citation-analysis/). They do not. Younger faculties have fewer overall citations compared to older faculties. For each additional average year of faculty service within a planning program, the average citation total increases by roughly 80 citations. This is not surprising. For this reason it is interesting to look at citation activity by rank for planning programs. The table below shows the top 25 planning programs, ranked by mean citations of their assistant professors. This was drawn from faculties with at least 3 assistant professors during the 2017-2018 academic year. As shown, the list has changed significantly since 2016 (see: http://tomwsanchez.com/another-way-to-slice-the-data-performance-by-rank/)

Table 1. Planning Programs Ranked by Mean Citations of Assistant Professors

Rank	School	N	Mean Cites	Mean H-Index
	All Planning Schools	284	192	5
1	UCLA	5	693	9
2	University of Washington	3	647	8
3	University of Iowa	3	614	11
4	University of Michigan	6	581	8
5	State University of New York at Albany	6	504	7
6	University of British Columbia	3	481	10
7	University of Maryland	4	370	6
8	University of Waterloo, Ontario	6	363	7
9	Virginia Tech	6	359	6
10	Harvard University	3	335	4
11	University of Texas, Austin	5	313	6
12	Western Michigan University	4	304	8
13	University of Delaware	3	301	6
14	MIT	6	295	7
15	Universite Laval	4	247	7
16	University of Illinois, Chicago	4	236	5
17	Ohio State University	9	231	6
18	University of Calgary	4	222	3
19	University of Pennsylvania	4	202	6
20	Rutgers University	3	196	6
21	Portland State University	7	196	5
22	University at Buffalo, The State University of New York	5	194	4
23	Saint Louis University	3	193	4
24	University of Toronto	5	175	5
25	University of Hawaii	3	158	2

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2018 Urban Planning Faculty Citation Analysis

Posted on January 1, 2018 by Tom Sanchez

Approximately half of urban planning faculty in the U.S. and Canada now have Google Scholar Profiles (534 out of 1,079), which makes my data collection a bit easier now than in the past. I tabulate publication and citation activity manually for individual faculty who do not have profiles. Not only do profiles help to analyze citation activity, but they also identify publications so that topics and trends can be analyzed. This assumes faculty maintain accurate profiles, which is generally true.

Each year I update faculty rosters from planning program websites, and attempt to include only “regular” (tenure track faculty) faculty at the rank of Assistant Professor, Associate Professor, and (Full) Professor. The objective is to represent faculty who are full-time members of these programs – not an easy task given the wide range of faculty appointments and affiliations. Instead of rehashing the whole methodology here, see my article in the Journal of Planning Education and Research (JPER). The following shows the most cited individuals and planning programs. Also shown are statistics by rank, years since terminal degree, and gender. Previous year results are available for 2017, 2016, 2015, 2014, and 2013. In addition, the full, searchable database is available here.

Table 1. Top 25 Urban Planning Faculty Ranked by Google Scholar Citations

Rank	Name	School	Citations
1	Michael Storper	UCLA	36,968
2	AnnaLee Saxenian	UC Berkeley	25,608
3	Neil Brenner	Harvard University	25,089
4	Lawrence D. Frank	University of British Columbia	24,469
5	Stewart Fotheringham	Arizona State University	19,111
6	Reid Ewing	University of Utah	18,899
7	Martha Feldman	UC Irvine	17,765
8	John M. Bryson	University of Minnesota	15,664
9	John Forester	Cornell University	14,598
10	Nik Theodore	University of Illinois, Chicago	14.149
11	Robert Bullard	Texas Southern University	13,273
12	John Pomeroy	University of Saskatchewan	11,802
13	Jennifer Wolch	UC Berkeley	10,526
14	Julian Agyeman	Tufts University	9,492
15	Lawrence Susskind	MIT	8,941
16	Dale Whittington	UNC	8,768
17	Marina Alberti	University of Washington	8,705
18	Marlon Boarnet	USC	8,701
19	Teresa Caldeira	UC Berkeley	8,551
20	Susanna B. Hecht	UCLA	8,207
21	Rob Shields	University of Alberta	8,032
22	William N. Dunn	University of Pittsburgh	7,926
23	Genevieve Giuliano	USC	7,791
24	Daniel Rodriguez	UC Berkeley	7.485
25	Timothy Beatley	University of Virginia	7,436

Table 2. Top 25 Urban Planning Programs Ranked by Median Google Scholar Citations

Rank	Planning School	Faculty	Total	Median	Mean
1	Columbia University	7	15,741	2,366	2,248
2	UCLA	24	100,198	2,287	4,174
3	New York University	6	11,793	1,945	1,965
4	USC	15	38,144	1,706	2,542
5	Simon Fraser University	15	37,672	1,658	2,511
6	Arizona State University	13	35,502	1,532	2,730
7	Rutgers University	15	22,045	1,478	1,469
8	University of Minnesota	12	38,113	1,417	3,176
9	UC Berkeley	15	69,754	1,331	4,650
10	University of Maryland	8	11,747	1,291	1,468
11	UNC	15	31,591	1,288	2,106
12	MIT	26	51,953	1,079	1,998
13	Tufts University	6	18,952	1,031	3,158
14	The New School for Social Research	7	7,136	1,013	1,019
15	Harvard University	17	47,091	979	2,770
16	University of Toronto	19	17,218	928	906
17	University of Saskatchewan	12	24,862	860	2,071
18	University of Pittsburgh	5	9,715	791	1,943
19	University of Alberta	13	17,773	787	1,367
20	University of Michigan	22	27,865	738	1,266
21	Georgia Tech	13	13,865	690	1,066
22	University of Pennsylvania	12	19,050	688	1,587
23	University of Massachusetts-Amherst	6	3,570	662	595
24	Wayne State University	4	4,224	633	1,056
25	University at Buffalo, The State University of New York	15	8,509	632	567

Figure 1 & 2. Citations and H-Index by Rank

Figure 3 & 4. Citations and H-Index by Years

Figure 5. Citations and H-Index by Gender

Finally, the planning faculty included here currently account for over 1.2 million citations. This total includes double-counting that result from co-authored publications by planning faculty. By far the most cited publication is AnnaLee Saxenian’s book Regional Advantage, published in 1996. The top cited journal article is Julian Agyeman’s “Mind the Gap: Why do people act environmentally and what are the barriers to pro-environmental behavior?” in Environmental Education Research (co-authored with Anja Kollmuss). See the top 25 cited publications in Table 3.

Table 3. Top 25 Cited Publications by Planning Faculty

Planning Faculty	Title	Cites	Publication
AnnaLee Saxenian	Regional Advantage	11,696	Harvard University Press
John M. Bryson	Strategic planning for public and nonprofit organizations	4,890	John Wiley & Sons
Michael Storper	The regional world: territorial development in a global economy	4,728	The Guilford Press
Julian Agyeman	Mind the Gap: why do people act environmentally and what are the barriers to pro-environmental behavior?	3,804	Environmental Education Research
William N. Dunn	Public Policy Analysis	3,747	Routledge
Neil Brenner	New State Spaces: Urban Governance and the Rescaling of Statehood	3,674	Oxford University Press
John Forester	Planning in the Face of Power	3,330	University of California Press
Robert Bullard	Dumping in Dixie: Race, class, and environmental quality	3,310	Westview Press
Stewart Fotheringham	Geographically Weighted Regression: The Analysis of Spatially Varying Relationships	3,181	John Wiley & Sons
Martha Feldman	Reconceptualizing organizational routines as a source of flexibility and change	2,988	Administrative Science Quarterly
Neil Brenner & Nik Theodore	Cities and the geographies of “actually existing neoliberalism”	2,966	Antipode
Rob Shields	Places on the margin: Alternative geographies of modernity	2,653	Routledge
Teresa Caldeira	City of walls: crime, segregation, and citizenship in São Paulo	2,546	University of California Press
Michael Storper	The resurgence of regional economies, ten years later	2,513	European Urban and Regional Studies
Michael Storper	Buzz: face-to-face contact and the urban economy	2,368	Journal of Economic Geography
Martha Feldman	Information in organizations as signal and symbol	2,278	Administrative Science Quarterly
John Forester	The argumentative turn in policy analysis and planning	2,051	Duke University Press
John Forester	The Deliberative Practitioner	2,017	MIT Press
Marina Alberti	Complexity of coupled human and natural systems	1,936	Science
Leonie Sandercock	Towards cosmopolis: Planning for multicultural cities	1,936	Academy Press
Michael Storper	The capitalist imperative: Territory, technology, and industrial growth	1,930	Blackwell
Robert Fishman	Bourgeois utopias: The rise and fall of suburbia	1,888	Basic Books
Albert Saiz	Consumer city	1,863	Journal of Economic Geography
AnnaLee Saxenian	The new argonauts: Regional advantage in a global economy	1,759	Harvard University Press
Martha Feldman	Organizational routines as a source of continuous change	1,753	Organization Science

More analysis is underway, stay tuned. Your comments are greatly appreciated. Please report any errors or omissions to: tom.sanchez@vt.edu.

Notes:
Special thanks to Lucas Mun (Virginia Tech, Computer Science) for his programming expertise.
And in case you were wondering, planning faculty with Google Scholar Profiles do have more citations and higher H-indices compared to those who do not. So, create a profile and increase your citation total today! (somewhat kidding)

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Planning Knowledge and Research (edited by Thomas W. Sanchez)

Posted on January 1, 2018 by Tom Sanchez

The field of urban planning is far-reaching in breadth and depth. This is due to the complex nature of cities, regions, and development processes. The knowledge domain of planning includes social, economic, technological, environmental, and political systems that continue to evolve and expand rapidly. Understanding these systems is an inter-disciplinary endeavor at the scale of several academic fields. The wide range of topics considered by planning educators and practitioners are often based on varying definitions of “planning” and modes of planning practice. This unique book discusses various elements and contributions to urban planning research to show that seemingly disparate topics do in fact intersect and together, contribute to ways of understanding urban planning. The objective is not to discuss how to “do” research, but rather, to explore the context of urban planning scholarship with implications for the planning academy and planning practice.

This edited volume includes chapters contributed by a diverse range of planning scholars who consider the corpus of planning scholarship both historically and critically in their area of expertise. It is essential reading for students of planning research and planning theory from around the world.

See the Routledge website for more details: https://www.routledge.com/Planning-Knowledge-and-Research/Sanchez/p/book/9781138233768

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2017 Urban Planning Citation Analysis

Posted on March 10, 2017 by Tom Sanchez

Updated: March 16, 2017

The following is the most recent update (as of 1/2017) and ranking of urban planning citation activity using Google Scholar Citations. These data are for urban planning programs and faculty in the U.S. and Canada, which currently includes 116 schools and 1,100 faculty. Faculty rosters were assembled from program websites, and attempted to include only “regular” (tenure track faculty) individuals at the rank of Assistant Professor, Associate Professor, and (Full) Professor. The objective is to represent faculty who are full-time members of these programs – not an easy task given the wide range of faculty appointments and affiliations. For instance , Luc Anselin from the University of Arizona is now listed on their website as a “Research Professor” (previously “Professor”) which means he is no longer the most cited urban planning faculty member. The top position is now held by Michael Storper of UCLA (see Table 1 below). Previous year results are available for 2016, 2015, 2014, and 2013. Columbia University remains the top ranked faculty based on median number of citations (see Table 2). More detail on the methodology is available in my recent article in the Journal of Planning Education and Research (JPER). In addition, the full, searchable database is available here.

Table 1 Top 25 Urban Planning Faculty Ranked by Google Scholar Citations

Table 2 Top 25 Urban Planning Programs Ranked by Median Google Scholar Citations

More analysis is forthcoming, stay tuned. Your comments are greatly appreciated. Please report any errors or omissions to: tom.sanchez@vt.edu.

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Ranking North American Urban Planning Scholars Using Google Scholar Citation Profiles

Posted on December 10, 2016 by Tom Sanchez

Inspired by Isidro Aguillo‘s ranking of scientists in Chile (see: http://www.webometrics.info/en/node/92), I prepared a ranking (by Hirsch Index) of urban planning faculty from schools in the U.S. and Canada. The list is based on the schools from my 2015 citation analysis and ranking (see: Planning Citation Analysis Update). Keep in mind this includes only planning faculty with Google Scholar Citation (GSC) profiles, where my 2015, 2014, and 2013 analyses included all planning faculty. Of the 1,000+ faculty, just over 400 had GSC profiles (as of November 30, 2016).

See Aguillo’s description of the Google Scholar Citation methodology at: http://www.webometrics.info/en/node/179.

My updated ranking for 2016 will be available during January 2017 on my website along with the searchable database at: http://scholarmetrics.com/. Your comments and suggestions are greatly appreciated.