National Rankings by Metro Region
Composite ranking using seven individual index rankings

	Time Period: 2013 to 2025	Individual Index Rankings							Total
Rank	Location [CBSA]	Patents	Inventors	Assignees	Class Diversity	Inventor Density	IP Company Density	Gender Diversity	Score
1	San Francisco-Oakland-Fremont, CA [41860]	3	2	2	4	4	3	29	47
2	San Jose-Sunnyvale-Santa Clara, CA [41940]	1	1	3	9	1	1	43	59
3	Boston-Cambridge-Quincy, MA-NH [14460]	4	5	4	3	7	16	23	62
4	San Diego-Carlsbad-San Marcos, CA [41740]	6	7	9	15	10	6	15	68
5	Seattle-Tacoma-Bellevue, WA [42660]	5	4	12	13	5	19	53	111
6	Philadelphia-Camden-Wilmington, PA-NJ-DE-MD [37980]	10	13	6	5	74	30	20	158
7	New York-Northern New Jersey-Long Island, NY-NJ-PA [35620]	2	3	1	2	93	74	13	188
8	Washington-Arlington-Alexandria, DC-VA-MD-WV [47900]	14	12	8	10	67	58	36	205
9	Albany-Schenectady-Troy, NY [10580]	19	38	53	26	27	31	18	212
10	Chicago-Naperville-Joliet, IL-IN-WI [16980]	8	6	7	1	70	51	76	219
11	Boulder, CO [14500]	40	28	26	43	2	2	81	222
11	Austin-Round Rock, TX [12420]	15	14	15	23	13	10	132	222
13	Houston-Sugar Land-Baytown, TX [26420]	7	9	10	8	55	42	98	229
14	Bridgeport-Stamford-Norwalk, CT [14860]	25	44	29	22	35	13	65	233
15	Phoenix-Mesa-Scottsdale, AZ [38060]	21	18	16	16	82	28	67	248
16	Atlanta-Sandy Springs-Marietta, GA [12060]	13	15	13	7	84	81	50	263
17	Portland-Vancouver-Beaverton, OR-WA [38900]	23	16	20	20	23	110	54	266
17	Baltimore-Towson, MD [12580]	33	22	25	30	75	57	24	266
19	Madison, WI [31540]	43	42	52	42	17	39	39	274
20	Ann Arbor, MI [11460]	53	29	50	51	3	4	85	275
21	Dallas-Fort Worth-Arlington, TX [19100]	12	11	11	11	83	36	115	279
22	Oxnard-Thousand Oaks-Ventura, CA [37100]	42	43	36	37	28	8	86	280
23	Detroit-Warren-Livonia, MI [19820]	9	10	17	12	33	38	162	281
24	Raleigh-Cary, NC [39580]	32	20	34	39	18	92	62	297
25	Minneapolis-St. Paul-Bloomington, MN-WI [33460]	16	17	19	14	52	93	96	307
25	Trenton-Ewing, NJ [45940]	51	66	63	81	21	22	3	307
27	Worcester, MA [49340]	56	35	56	57	25	43	40	312
28	Boise City-Nampa, ID [14260]	18	52	64	58	41	45	44	322
29	Cincinnati-Middletown, OH-KY-IN [17140]	27	24	28	24	54	139	41	337
30	Pittsburgh, PA [38300]	31	21	24	25	46	113	80	340
31	Salt Lake City, UT [41620]	38	37	22	32	43	9	160	341
32	Denver-Aurora, CO [19740]	26	19	18	18	62	91	118	352
33	Charlotte-Gastonia-Concord, NC-SC [16740]	17	34	27	16	114	138	14	360
34	Gainesville, FL [23540]	80	77	89	76	24	14	4	364
35	Cleveland-Elyria-Mentor, OH [17460]	28	30	21	19	77	61	131	367
36	New Haven-Milford, CT [35300]	54	49	49	48	37	18	124	379
37	Durham, NC [20500]	35	26	46	46	6	186	35	380
38	Albuquerque, NM [10740]	60	54	59	47	58	33	74	385
39	Tucson, AZ [46060]	71	48	55	66	51	29	71	391
40	Rochester, NY [40380]	41	33	45	39	29	133	77	397
41	Miami-Fort Lauderdale-Pompano Beach, FL [33100]	24	23	14	21	149	65	105	401
42	Reno-Sparks, NV [39900]	37	73	41	54	47	5	148	405
43	Hartford-West Hartford-East Hartford, CT [25540]	22	27	42	28	30	135	127	411
44	Sacramento--Arden-Arcade--Roseville, CA [40900]	65	36	44	61	107	73	32	418
45	Champaign-Urbana, IL [16580]	91	72	105	87	12	21	33	421
46	Akron, OH [10420]	61	63	53	44	49	35	121	426
47	Fort Collins-Loveland, CO [22660]	79	58	61	55	14	12	152	431
48	San Antonio, TX [41700]	39	47	48	52	143	98	12	439
49	Tampa-St. Petersburg-Clearwater, FL [45300]	47	39	30	36	145	94	49	440
50	Indianapolis-Carmel, IN [26900]	29	25	31	29	59	178	103	454
51	Santa Rosa-Petaluma, CA [42220]	72	78	72	91	56	27	75	471
52	Nashville-Davidson--Murfreesboro--Franklin, TN [34980]	45	55	40	37	144	104	47	472
52	Milwaukee-Waukesha-West Allis, WI [33340]	36	31	32	27	45	102	199	472
54	Provo-Orem, UT [39340]	50	56	43	49	39	7	237	481
55	Providence-New Bedford-Fall River, RI-MA [39300]	20	45	37	31	91	143	120	487
56	Columbus, OH [18140]	57	32	38	34	80	168	84	493
57	State College, PA [44300]	113	110	131	105	19	11	25	514
58	Santa Cruz-Watsonville, CA [42100]	90	61	85	102	9	15	164	526
59	Kansas City, MO-KS [28140]	34	41	33	33	113	137	139	530
60	Richmond, VA [40060]	59	60	66	65	115	115	56	536
61	College Station-Bryan, TX [17780]	108	110	128	89	48	40	22	545
62	Las Vegas-Paradise, NV [29820]	30	59	23	41	163	41	189	546
63	Knoxville, TN [28940]	70	64	67	50	78	163	64	556
64	Tulsa, OK [46140]	100	68	62	72	110	55	91	558
65	Palm Bay-Melbourne-Titusville, FL [37340]	75	71	69	68	65	24	206	578
66	Springfield, MA [44140]	101	90	96	107	97	54	38	583
67	Manchester-Nashua, NH [31700]	52	53	68	60	15	136	212	596
67	Greenville-Mauldin-Easley, SC [24860]	86	50	70	58	53	70	209	596
69	Allentown-Bethlehem-Easton, PA-NJ [10900]	84	62	78	56	73	111	135	599
70	Orlando-Kissimmee, FL [36740]	49	40	35	35	134	181	129	603
71	Kalamazoo-Portage, MI [28020]	68	92	104	99	42	25	174	604
72	Greensboro-High Point, NC [24660]	64	89	70	70	120	90	102	605
73	Riverside-San Bernardino-Ontario, CA [40140]	83	46	39	45	188	100	111	612
74	Charlottesville, VA [16820]	104	108	98	109	38	119	59	635
75	Oshkosh-Neenah, WI [36780]	69	105	163	99	20	124	70	650
76	St. Louis, MO-IL [41180]	81	51	51	52	164	215	45	659
77	Huntsville, AL [26620]	96	86	81	86	71	112	128	660
78	Racine, WI [39540]	89	127	135	81	40	20	172	664
79	Lansing-East Lansing, MI [29620]	117	106	125	75	104	120	26	673
80	Des Moines-West Des Moines, IA [19780]	55	82	79	94	95	213	60	678
81	Buffalo-Niagara Falls, NY [15380]	92	81	77	69	147	105	110	681
82	Memphis, TN-MS-AR [32820]	58	69	76	72	140	179	92	686
83	Dayton, OH [19380]	74	75	73	66	108	194	101	691
84	Rochester, MN [40340]	95	67	137	147	8	71	168	693
85	Grand Rapids-Wyoming, MI [24340]	67	70	57	61	125	83	236	699
86	Winston-Salem, NC [49180]	73	91	99	84	111	169	79	706
87	Jacksonville, FL [27260]	77	84	65	71	178	185	51	711
88	Charleston-North Charleston, SC [16700]	127	95	92	118	139	101	42	714
89	Peoria, IL [37900]	44	57	133	74	11	173	226	718
90	Virginia Beach-Norfolk-Newport News, VA-NC [47260]	98	80	80	76	184	171	34	723
91	Appleton, WI [11540]	168	94	151	163	26	56	69	727
92	Eugene-Springfield, OR [21660]	133	135	105	125	124	52	58	732
93	Lexington-Fayette, KY [30460]	88	79	95	89	63	211	109	734
94	Topeka, KS [45820]	111	118	119	112	44	226	8	738
95	North Port-Sarasota-Bradenton,FL [35840]	110	116	73	92	173	64	112	740
96	Toledo, OH [45780]	78	88	83	63	94	172	163	741
97	Niles-Benton Harbor, MI [35660]	63	131	196	119	32	59	147	747
98	Omaha-Council Bluffs, NE-IA [36540]	82	93	75	78	152	202	66	748
99	Hickory-Lenoir-Morganton, NC [25860]	48	137	109	114	122	50	186	766
100	Oklahoma City, OK [36420]	97	83	60	83	172	132	143	770
101	Syracuse, NY [45060]	87	76	91	88	87	166	180	775
102	Wilmington, NC [48900]	139	139	138	145	96	79	48	784
103	Baton Rouge, LA [12940]	119	124	88	108	180	76	90	785
103	Blacksburg-Christiansburg-Radford, VA [13980]	122	117	141	117	31	230	27	785
105	San Luis Obispo-Paso Robles, CA [42020]	149	125	112	132	76	44	150	788
106	South Bend-Mishawaka, IN-MI [43780]	142	112	116	116	69	121	116	792
107	Ogden-Clearfield, UT [36260]	102	97	85	98	129	82	202	795
108	Greeley, CO [24540]	165	102	117	137	60	34	183	798
109	Cedar Rapids, IA [16300]	76	96	140	96	36	183	176	803
110	Fayetteville-Springdale-Rogers, AR-MO [22220]	66	87	130	94	88	227	113	805
110	Dover, DE [20100]	94	227	47	97	191	23	126	805
112	Colorado Springs, CO [17820]	105	74	84	111	98	126	213	811
113	Fort Wayne, IN [23060]	138	99	92	119	90	60	216	814
114	Lancaster, PA [29540]	62	100	103	78	112	130	242	827
115	Binghamton, NY [13780]	136	122	168	122	57	66	158	829
116	Lincoln, NE [30700]	112	132	117	109	106	150	106	832
116	Naples-Marco Island, FL [34940]	103	143	89	136	136	46	179	832
116	Louisville/Jefferson County, KY-IN [31140]	93	65	58	64	123	221	208	832
119	Columbia, SC [17900]	99	103	114	84	155	201	83	839
120	Bend, OR [13460]	147	154	122	143	79	47	149	841
121	Kennewick-Richland-Pasco, WA [28420]	120	113	153	124	66	223	46	845
121	Burlington-South Burlington, VT [15540]	114	85	108	125	16	196	201	845
123	Canton-Massillon, OH [15940]	106	107	101	106	85	106	235	846
124	Saginaw-Saginaw Township North, MI [40980]	107	136	180	157	50	48	173	851
125	Spokane, WA [44060]	109	129	97	103	157	67	195	857
126	Iowa City, IA [26980]	134	123	157	169	34	232	11	860
127	Bloomington, IN [14020]	85	115	187	158	22	216	78	861
128	Elkhart-Goshen, IN [21140]	132	167	109	133	105	17	210	873
129	Bremerton-Silverdale, WA [14740]	174	133	143	153	81	49	141	874
130	Norwich-New London, CT [35980]	182	121	176	181	68	75	72	875
131	New Orleans-Metairie-Kenner, LA [35380]	130	104	82	123	187	109	146	881
132	Birmingham-Hoover, AL [13820]	115	114	87	99	190	212	68	885
133	Bellingham, WA [13380]	151	163	114	133	102	32	192	887
134	Columbia, MO [17860]	126	147	163	121	61	141	134	893
135	Athens-Clarke County, GA [12020]	144	153	162	143	86	208	2	898
136	Salinas, CA [41500]	146	151	123	158	151	62	108	899
137	Tallahassee, FL [45220]	128	141	156	112	133	229	1	900
138	Portland-South Portland-Biddeford, ME [38860]	137	101	100	140	116	182	138	914
139	Lubbock, TX [31180]	156	176	158	163	166	88	10	917
140	Evansville, IN-KY [21780]	131	134	158	140	99	142	114	918
141	Wichita, KS [48620]	124	98	102	93	126	155	221	919
142	Davenport-Moline-Rock Island, IA-IL [19340]	46	126	127	80	109	191	243	922
143	Vallejo-Fairfield, CA [46700]	178	156	158	175	162	84	31	944
144	Little Rock-North Little Rock-Conway, AR [30780]	121	140	109	114	186	174	117	961
145	Janesville, WI [27500]	129	186	180	148	118	37	178	976
146	Chattanooga, TN-GA [16860]	123	119	94	103	141	206	197	983
147	Fargo, ND-MN [22020]	141	142	138	125	92	177	181	996
148	Kingston, NY [28740]	176	152	190	178	64	72	165	997
149	Rockford, IL [40420]	143	120	125	131	89	154	247	1009
150	Harrisburg-Carlisle, PA [25420]	148	109	120	125	130	184	207	1023
151	Lafayette, LA [29180]	151	144	112	158	153	80	228	1026
152	Stockton, CA [44700]	178	146	147	158	194	122	89	1034
153	Cape Coral-Fort Myers, FL [15980]	158	147	107	142	195	161	130	1040
154	Tuscaloosa, AL [46220]	160	196	204	146	177	152	6	1041
155	York-Hanover, PA [49620]	116	128	131	148	128	160	233	1044
156	Utica-Rome, NY [46540]	153	184	196	176	167	127	52	1055
157	Fresno, CA [23420]	167	171	145	155	232	158	28	1056
158	Kingsport-Bristol-Bristol, TN-VA [28700]	125	159	199	153	131	240	57	1064
159	Green Bay, WI [24580]	161	169	128	152	150	99	222	1081
160	Sioux Falls, SD [43620]	134	165	150	130	135	175	194	1083
161	Port St. Lucie, FL [38940]	163	158	121	155	175	95	219	1086
162	Reading, PA [39740]	188	159	171	170	161	103	137	1089
163	Tyler, TX [46340]	157	182	141	196	146	53	215	1090
164	Gainesville, GA [23580]	175	166	174	170	101	85	220	1091
165	Youngstown-Warren-Boardman, OH-PA [49660]	150	149	135	133	171	170	188	1096
166	Florence, SC [22500]	140	193	225	168	148	129	94	1097
167	Greenville, NC [24780]	191	205	205	193	154	78	73	1099
168	Bakersfield, CA [12540]	197	157	143	187	214	128	95	1121
168	Waco, TX [47380]	159	208	171	163	196	68	156	1121
170	Barnstable Town, MA [12700]	168	173	179	170	127	114	191	1122
171	Augusta-Richmond County, GA-SC [12260]	155	155	183	137	185	220	88	1123
172	Savannah, GA [42340]	145	161	176	139	159	162	185	1127
173	Muskegon-Norton Shores, MI [34740]	185	190	176	176	137	26	241	1131
174	Asheville, NC [11700]	171	130	124	148	138	198	224	1133
175	Roanoke, VA [40220]	154	150	148	151	121	217	193	1134
176	Spartanburg, SC [43900]	118	168	166	125	160	204	196	1137
177	Anchorage, AK [11260]	199	192	190	189	204	157	7	1138
178	Burlington, NC [15500]	177	211	214	198	165	87	107	1159
179	Longview, TX [30980]	178	202	153	185	174	63	205	1160
180	Midland, TX [33260]	162	180	133	200	117	123	251	1166
181	Modesto, CA [33700]	187	189	168	178	217	117	119	1175
182	Mobile, AL [33660]	183	197	168	170	210	107	145	1180
183	Eau Claire, WI [20740]	196	175	193	196	103	89	230	1182
184	Olympia, WA [36500]	202	183	174	202	170	86	167	1184
185	Waterloo-Cedar Falls, IA [47940]	214	162	195	204	72	96	248	1191
186	Lakeland, FL [29460]	192	174	148	183	221	193	82	1193
187	Medford, OR [32780]	184	181	158	166	142	210	153	1194
188	Shreveport-Bossier City, LA [43340]	190	194	171	193	209	125	122	1204
189	Ocala, FL [36100]	206	191	187	190	200	222	19	1215
190	Springfield, MO [44180]	181	178	145	158	198	239	125	1224
191	Prescott, AZ [39140]	211	195	190	200	169	97	177	1239
192	Deltona-Daytona Beach-Ormond Beach, FL [19660]	198	164	152	178	206	156	187	1241
193	Erie, PA [21500]	194	145	180	190	100	205	231	1245
194	Scranton--Wilkes-Barre, PA [42540]	166	185	163	174	215	153	198	1254
195	Fort Smith, AR-OK [22900]	186	210	214	209	199	190	61	1269
196	Flint, MI [22420]	208	138	199	206	132	149	239	1271
197	Amarillo, TX [11100]	189	217	199	210	205	159	99	1278
198	Pensacola-Ferry Pass-Brent, FL [37860]	192	179	185	185	207	145	203	1296
199	El Paso, TX [21340]	221	177	199	221	231	219	30	1298
200	Houma-Bayou Cane-Thibodaux, LA [26380]	172	214	193	218	182	69	252	1300
201	Killeen-Temple-Fort Hood, TX [28660]	217	215	203	204	235	134	100	1308
202	Springfield, IL [44100]	201	207	221	216	176	140	154	1315
203	Jackson, MI [27100]	200	187	185	187	119	218	244	1340
204	Salem, OR [41420]	212	172	166	190	183	228	200	1351
205	Merced, CA [32900]	233	234	237	241	233	144	37	1359
206	Jackson, MS [27140]	168	188	155	184	218	209	246	1368
207	Chico, CA [17020]	221	222	226	224	193	147	136	1369
207	Fayetteville, NC [22180]	226	225	221	227	236	225	9	1369
209	Panama City-Lynn Haven, FL [37460]	241	198	240	241	156	200	97	1373
210	Duluth, MN-WI [20260]	173	202	187	181	189	234	217	1383
211	McAllen-Edinburg-Mission, TX [32580]	228	222	226	244	246	203	17	1386
212	Corpus Christi, TX [18580]	208	206	196	206	224	151	204	1395
213	Johnson City, TN [27740]	218	200	211	218	168	242	140	1397
214	Visalia-Porterville, CA [47300]	215	219	211	216	237	146	159	1403
215	Columbus, GA-AL [17980]	203	204	209	206	202	249	133	1406
215	Punta Gorda, FL [39460]	235	228	214	230	201	108	190	1406
217	Yuba City, CA [49700]	230	230	221	227	197	77	245	1427
218	Abilene, TX [10180]	220	240	226	214	222	187	123	1432
219	Montgomery, AL [33860]	207	199	206	213	211	246	151	1433
220	Huntington-Ashland, WV-KY-OH [26580]	210	224	230	210	228	248	87	1437
221	Joplin, MO [27900]	216	201	221	210	158	188	250	1444
222	Yuma, AZ [49740]	249	247	249	251	243	192	16	1447
223	Billings, MT [13740]	228	237	209	226	213	167	169	1449
223	Yakima, WA [49420]	227	232	211	224	226	118	211	1449
225	Beaumont-Port Arthur, TX [13140]	204	208	206	199	220	250	166	1453
226	Redding, CA [39820]	224	233	218	220	208	116	238	1457
227	Macon, GA [31420]	204	226	206	214	212	231	170	1463
228	Warner Robins, GA [47580]	247	245	241	248	242	238	5	1466
229	Brownsville-Harlingen, TX [15180]	232	250	241	236	248	199	63	1469
230	Myrtle Beach-Conway-North Myrtle Beach, SC [34820]	219	218	220	221	240	195	161	1474
231	Lake Charles, LA [29340]	237	236	235	237	219	165	157	1486
232	Bowling Green, KY [14540]	194	229	214	195	192	235	234	1493
233	Vineland-Millville-Bridgeton, NJ [47220]	238	244	236	235	230	236	93	1512
234	Charleston, WV [16620]	244	213	241	240	181	241	155	1515
235	Lake Havasu City-Kingman, AZ [29420]	251	242	249	249	238	197	104	1530
236	Hagerstown-Martinsburg, MD-WV [25180]	230	212	233	231	203	247	175	1531
237	Jacksonville, NC [27340]	239	248	248	237	244	176	144	1536
238	Monroe, LA [33740]	241	239	241	244	223	180	171	1539
239	St. Cloud, MN [41060]	233	215	233	233	179	224	223	1540
240	Gulfport-Biloxi, MS [25060]	239	221	230	233	234	244	142	1543
241	Salisbury, MD [41540]	224	246	218	229	247	237	184	1585
242	Atlantic City, NJ [12100]	245	231	237	237	229	189	229	1597
243	Sioux City, IA-NE-SD [43580]	221	241	226	221	225	243	225	1602
244	Pueblo, CO [39380]	246	243	245	244	227	164	240	1609
245	Terre Haute, IN [45460]	235	238	237	231	216	233	227	1617
246	Albany, GA [10500]	250	249	247	249	241	245	182	1663
247	Clarksville, TN-KY [17300]	243	235	245	243	239	251	214	1670
248	El Centro, CA [20940]	252	251	252	252	245	207	218	1677
249	Laredo, TX [29700]	247	252	249	247	249	214	232	1690

Raw Results
Sorted by descending total patent counts

Location [CBSA]	Patents	Inventors	Assignees	Class Diversity	Inventor Density %	IP Company Density %	% Gender Diversity
San Jose-Sunnyvale-Santa Clara, CA [41940]	258748	108203	5890	473	5.54	11.77	12.62
New York-Northern New Jersey-Long Island, NY-NJ-PA [35620]	171364	67457	8056	543	0.33	0.94	15.43
San Francisco-Oakland-Fremont, CA [41860]	103697	95142	6971	504	2.06	5.27	13.56
Boston-Cambridge-Quincy, MA-NH [14460]	79724	65562	5375	519	1.34	2.33	13.99
Seattle-Tacoma-Bellevue, WA [42660]	65347	66137	2474	438	1.65	2.25	11.95
San Diego-Carlsbad-San Marcos, CA [41740]	64954	36920	3229	409	1.12	3.64	15.14
Houston-Sugar Land-Baytown, TX [26420]	59847	33060	3165	477	0.46	1.36	10.8
Chicago-Naperville-Joliet, IL-IN-WI [16980]	54577	37994	3623	544	0.4	1.22	11.32
Detroit-Warren-Livonia, MI [19820]	49673	27722	1705	440	0.64	1.41	8.55
Philadelphia-Camden-Wilmington, PA-NJ-DE-MD [37980]	43330	24546	3758	496	0.39	1.62	14.32
Dallas-Fort Worth-Arlington, TX [19100]	39249	26776	2982	462	0.34	1.44	10.24
Atlanta-Sandy Springs-Marietta, GA [12060]	37220	20892	2326	478	0.34	0.86	12.21
Washington-Arlington-Alexandria, DC-VA-MD-WV [47900]	32978	26167	3606	472	0.41	1.11	13.19
Austin-Round Rock, TX [12420]	30042	23397	1850	382	0.99	2.68	9.59
Minneapolis-St. Paul-Bloomington, MN-WI [33460]	18624	17645	1444	437	0.48	0.77	10.83
Charlotte-Gastonia-Concord, NC-SC [16740]	18443	7136	777	404	0.27	0.5	15.21
Boise City-Nampa, ID [14260]	17672	4247	277	224	0.53	1.31	12.61
Albany-Schenectady-Troy, NY [10580]	17592	6126	361	370	0.68	1.62	14.57
Providence-New Bedford-Fall River, RI-MA [39300]	16359	5578	607	330	0.33	0.48	10.13
Phoenix-Mesa-Scottsdale, AZ [38060]	15754	16929	1738	404	0.34	1.67	11.54
Hartford-West Hartford-East Hartford, CT [25540]	14914	8104	497	354	0.67	0.52	9.89
Portland-Vancouver-Beaverton, OR-WA [38900]	13863	18605	1189	397	0.74	0.64	11.95
Miami-Fort Lauderdale-Pompano Beach, FL [33100]	13814	10893	2095	392	0.18	1.01	10.49
Bridgeport-Stamford-Norwalk, CT [14860]	13249	5613	759	384	0.58	2.56	11.58
Denver-Aurora, CO [19740]	12743	12385	1494	402	0.42	0.79	10.19
Cincinnati-Middletown, OH-KY-IN [17140]	12121	10409	762	373	0.47	0.5	12.7
Cleveland-Elyria-Mentor, OH [17460]	11182	7783	1005	401	0.37	1.1	9.61
Indianapolis-Carmel, IN [26900]	11100	9234	702	345	0.43	0.31	10.64
Las Vegas-Paradise, NV [29820]	7865	3557	931	283	0.16	1.37	7.73
Pittsburgh, PA [38300]	7816	11392	923	372	0.48	0.62	11.26
Raleigh-Cary, NC [39580]	7776	12305	657	286	0.85	0.78	11.75
Baltimore-Towson, MD [12580]	7741	10931	886	341	0.39	1.12	13.99
Kansas City, MO-KS [28140]	7711	5859	675	313	0.27	0.52	9.31
Durham, NC [20500]	7105	8351	481	269	1.41	0.27	13.21
Milwaukee-Waukesha-West Allis, WI [33340]	7022	7587	685	365	0.48	0.67	7.42
Reno-Sparks, NV [39900]	6578	2404	504	243	0.48	3.79	9.03
Salt Lake City, UT [41620]	5920	6536	983	324	0.52	2.82	8.59
San Antonio, TX [41700]	5692	5167	443	245	0.2	0.75	15.44
Boulder, CO [14500]	5569	7798	795	281	2.37	6.11	11.13
Rochester, NY [40380]	4951	7278	482	286	0.67	0.53	11.32
Oxnard-Thousand Oaks-Ventura, CA [37100]	4546	5712	649	288	0.68	2.98	11.01
Madison, WI [31540]	4356	5843	376	282	0.86	1.41	12.86
Peoria, IL [37900]	4323	3866	87	192	1.06	0.34	6.15
Nashville-Davidson--Murfreesboro--Franklin, TN [34980]	4270	3987	524	288	0.2	0.67	12.46
Davenport-Moline-Rock Island, IA-IL [19340]	4188	1063	92	182	0.28	0.23	5.08
Tampa-St. Petersburg-Clearwater, FL [45300]	4163	6020	729	290	0.19	0.77	12.25
Hickory-Lenoir-Morganton, NC [25860]	4161	894	114	133	0.24	1.24	7.81
Orlando-Kissimmee, FL [36740]	4156	5881	654	294	0.22	0.29	9.75
Provo-Orem, UT [39340]	4019	3881	493	263	0.56	3.12	5.63
Trenton-Ewing, NJ [45940]	3997	3100	291	180	0.8	1.88	17.68
Manchester-Nashua, NH [31700]	3930	4104	263	222	0.97	0.52	6.87
Ann Arbor, MI [11460]	3818	7790	418	258	2.11	5.08	11.02
New Haven-Milford, CT [35300]	3605	4852	435	267	0.56	2.27	9.97
Des Moines-West Des Moines, IA [19780]	3583	2123	224	159	0.31	0.15	11.77
Worcester, MA [49340]	3542	7054	319	227	0.72	1.32	12.72
Columbus, OH [18140]	3443	7544	599	299	0.35	0.36	11.1
Memphis, TN-MS-AR [32820]	3303	2738	233	194	0.2	0.3	10.89
Richmond, VA [40060]	3292	3537	266	217	0.26	0.62	11.92
Albuquerque, NM [10740]	3232	4000	303	268	0.44	1.61	11.43
Akron, OH [10420]	3223	3360	361	278	0.48	1.58	10.12
Lancaster, PA [29540]	3208	1478	131	183	0.27	0.54	5.22
Niles-Benton Harbor, MI [35660]	3178	984	41	127	0.64	1.11	9.04
Greensboro-High Point, NC [24660]	2930	1932	255	206	0.25	0.79	10.64
Sacramento--Arden-Arcade--Roseville, CA [40900]	2616	6778	489	221	0.28	0.95	13.38
Fayetteville-Springdale-Rogers, AR-MO [22220]	2608	1971	89	159	0.34	0.08	10.27
Grand Rapids-Wyoming, MI [24340]	2551	2605	312	221	0.24	0.84	5.8
Kalamazoo-Portage, MI [28020]	2369	1789	130	151	0.53	1.78	8.18
Oshkosh-Neenah, WI [36780]	2278	1411	59	151	0.82	0.58	11.52
Knoxville, TN [28940]	2277	3347	265	262	0.36	0.39	11.62
Tucson, AZ [46060]	2194	5026	339	215	0.48	1.66	11.48
Santa Rosa-Petaluma, CA [42220]	2162	2187	248	163	0.45	1.74	11.34
Winston-Salem, NC [49180]	2155	1829	146	176	0.27	0.35	11.27
Dayton, OH [19380]	2145	2279	246	215	0.28	0.21	10.65
Palm Bay-Melbourne-Titusville, FL [37340]	2129	2556	262	213	0.41	1.79	7.23
Cedar Rapids, IA [16300]	2111	1603	79	158	0.58	0.29	8.09
Jacksonville, FL [27260]	2076	2089	271	204	0.13	0.27	12.02
Toledo, OH [45780]	2047	1958	202	220	0.32	0.34	8.54
Fort Collins-Loveland, CO [22660]	2019	3577	298	234	0.99	2.63	8.86
Gainesville, FL [23540]	1967	2194	164	185	0.74	2.47	16.8
St. Louis, MO-IL [41180]	1934	4318	405	245	0.15	0.13	12.57
Omaha-Council Bluffs, NE-IA [36540]	1910	1700	234	183	0.17	0.18	11.56
Riverside-San Bernardino-Ontario, CA [40140]	1886	5172	568	272	0.11	0.71	10.33
Allentown-Bethlehem-Easton, PA-NJ [10900]	1850	3421	226	230	0.4	0.63	9.51
Bloomington, IN [14020]	1835	1236	47	79	0.77	0.13	11.3
Greenville-Mauldin-Easley, SC [24860]	1714	4417	255	224	0.47	0.98	7.08
Syracuse, NY [45060]	1678	2224	162	169	0.34	0.37	8.01
Lexington-Fayette, KY [30460]	1642	2155	155	166	0.42	0.15	10.4
Racine, WI [39540]	1637	1056	85	180	0.54	2.11	8.37
Santa Cruz-Watsonville, CA [42100]	1571	3457	192	150	1.29	2.38	8.53
Champaign-Urbana, IL [16580]	1550	2488	122	172	1.05	1.96	13.29
Buffalo-Niagara Falls, NY [15380]	1536	2138	232	212	0.18	0.67	10.33
Louisville/Jefferson County, KY-IN [31140]	1477	3191	309	218	0.24	0.11	7.11
Dover, DE [20100]	1387	186	474	155	0.1	1.8	9.93
Rochester, MN [40340]	1332	2956	81	90	1.3	0.97	8.48
Huntsville, AL [26620]	1325	2005	205	175	0.4	0.62	9.77
Oklahoma City, OK [36420]	1206	2094	302	178	0.15	0.53	9.27
Virginia Beach-Norfolk-Newport News, VA-NC [47260]	1083	2140	223	185	0.12	0.34	13.26
Columbia, SC [17900]	1066	1443	111	176	0.17	0.19	11.1
Tulsa, OK [46140]	1060	2849	295	194	0.28	1.16	10.93
Springfield, MA [44140]	1056	1892	154	138	0.3	1.17	13.04
Ogden-Clearfield, UT [36260]	1053	1587	192	152	0.22	0.85	7.35
Naples-Marco Island, FL [34940]	1020	835	164	102	0.22	1.27	8.02
Charlottesville, VA [16820]	1015	1338	150	136	0.56	0.61	11.79
Colorado Springs, CO [17820]	1011	2302	193	135	0.3	0.57	6.84
Canton-Massillon, OH [15940]	986	1355	144	142	0.34	0.67	5.8
Saginaw-Saginaw Township North, MI [40980]	973	909	52	80	0.48	1.26	8.3
College Station-Bryan, TX [17780]	969	1314	90	166	0.48	1.4	14.26
Spokane, WA [44060]	963	1039	151	146	0.17	1	7.56
North Port-Sarasota-Bradenton,FL [35840]	953	1213	246	161	0.14	1.01	10.32
Topeka, KS [45820]	937	1174	106	134	0.5	0.09	16.08
Lincoln, NE [30700]	879	976	108	136	0.29	0.43	10.48
State College, PA [44300]	876	1314	88	143	0.83	2.66	13.98
Burlington-South Burlington, VT [15540]	870	2057	115	115	0.91	0.21	7.37
Birmingham-Hoover, AL [13820]	847	1268	190	151	0.11	0.15	11.53
York-Hanover, PA [49620]	840	1049	88	89	0.23	0.4	6.05
Lansing-East Lansing, MI [29620]	819	1356	94	186	0.29	0.59	13.79
Spartanburg, SC [43900]	782	587	58	115	0.16	0.18	7.53
Baton Rouge, LA [12940]	769	1070	172	137	0.13	0.92	10.94
Kennewick-Richland-Pasco, WA [28420]	755	1272	65	121	0.41	0.1	12.49
Little Rock-North Little Rock-Conway, AR [30780]	752	862	114	133	0.11	0.33	10.22
Blacksburg-Christiansburg-Radford, VA [13980]	733	1201	77	131	0.66	0.07	13.73
Chattanooga, TN-GA [16860]	690	1146	156	146	0.2	0.17	7.48
Wichita, KS [48620]	686	1518	138	160	0.23	0.42	6.31
Kingsport-Bristol-Bristol, TN-VA [28700]	676	684	38	82	0.22	0.04	11.89
Columbia, MO [17860]	673	787	59	126	0.42	0.49	9.56
Charleston-North Charleston, SC [16700]	662	1679	158	128	0.21	0.69	12.68
Tallahassee, FL [45220]	650	849	63	134	0.22	0.07	18.95
Janesville, WI [27500]	645	425	52	89	0.26	1.42	8.07
New Orleans-Metairie-Kenner, LA [35380]	638	1421	203	124	0.11	0.65	9.14
Evansville, IN-KY [21780]	618	942	61	99	0.3	0.49	10.25
Elkhart-Goshen, IN [21140]	608	593	114	105	0.29	2.29	7.04
Eugene-Springfield, OR [21660]	597	924	122	115	0.24	1.21	11.83
Iowa City, IA [26980]	587	1080	62	67	0.61	0.06	15.51
Sioux Falls, SD [43620]	587	610	69	114	0.22	0.32	7.59
Binghamton, NY [13780]	576	1081	57	125	0.44	1.01	8.6
Portland-South Portland-Biddeford, ME [38860]	543	1451	145	99	0.26	0.29	9.36
Fort Wayne, IN [23060]	509	1502	158	127	0.33	1.1	6.49
Wilmington, NC [48900]	505	889	80	92	0.3	0.88	12.33
Florence, SC [22500]	503	361	24	68	0.18	0.56	10.87
Fargo, ND-MN [22020]	496	837	80	115	0.33	0.31	7.98
South Bend-Mishawaka, IN-MI [43780]	495	1295	110	132	0.4	0.59	10.24
Rockford, IL [40420]	480	1126	94	112	0.33	0.42	4.54
Athens-Clarke County, GA [12020]	433	736	60	93	0.34	0.16	18.78
Savannah, GA [42340]	421	672	54	100	0.16	0.4	7.84
Salinas, CA [41500]	398	767	98	79	0.18	1.1	10.41
Bend, OR [13460]	391	734	99	93	0.36	1.27	8.97
Harrisburg-Carlisle, PA [25420]	386	1324	105	115	0.22	0.27	7.17
San Luis Obispo-Paso Robles, CA [42020]	385	1066	113	111	0.38	1.31	8.96
Youngstown-Warren-Boardman, OH-PA [49660]	384	782	85	105	0.15	0.35	7.74
Lafayette, LA [29180]	368	833	113	79	0.17	0.86	6.12
Bellingham, WA [13380]	368	665	111	105	0.29	1.62	7.67
Utica-Rome, NY [46540]	360	435	41	62	0.15	0.56	11.97
Roanoke, VA [40220]	354	776	71	87	0.25	0.12	7.64
Augusta-Richmond County, GA-SC [12260]	335	710	50	101	0.12	0.11	10.98
Lubbock, TX [31180]	328	494	61	78	0.15	0.8	15.53
Tyler, TX [46340]	303	439	77	46	0.19	1.18	6.62
Cape Coral-Fort Myers, FL [15980]	289	787	121	94	0.1	0.4	9.64
Waco, TX [47380]	281	278	56	78	0.1	0.99	8.73
Tuscaloosa, AL [46220]	280	344	34	91	0.13	0.43	16.29
Green Bay, WI [24580]	278	579	90	86	0.18	0.74	6.28
Midland, TX [33260]	277	451	87	42	0.26	0.59	3.91
Port St. Lucie, FL [38940]	271	685	104	81	0.14	0.76	6.34
Greeley, CO [24540]	262	1446	108	101	0.43	1.61	7.95
Scranton--Wilkes-Barre, PA [42540]	261	426	59	64	0.08	0.42	7.47
Fresno, CA [23420]	251	562	73	81	0.06	0.41	13.68
Jackson, MS [27140]	250	400	64	53	0.07	0.15	4.58
Barnstable Town, MA [12700]	250	532	53	65	0.23	0.62	7.69
Appleton, WI [11540]	250	1684	68	78	0.69	1.13	11.52
Asheville, NC [11700]	243	989	96	89	0.21	0.2	6.23
Houma-Bayou Cane-Thibodaux, LA [26380]	239	253	43	31	0.12	0.98	3.74
Duluth, MN-WI [20260]	234	301	47	59	0.11	0.06	6.45
Bremerton-Silverdale, WA [14740]	232	955	75	82	0.35	1.25	9.3
Gainesville, GA [23580]	226	606	55	65	0.29	0.84	6.31
Kingston, NY [28740]	221	760	46	61	0.42	0.96	8.51
Burlington, NC [15500]	217	266	28	44	0.15	0.82	10.46
Longview, TX [30980]	215	301	65	52	0.14	1.06	7.25
Vallejo-Fairfield, CA [46700]	215	705	61	63	0.16	0.84	13.38
Stockton, CA [44700]	215	789	72	79	0.1	0.59	10.98
Springfield, MO [44180]	205	470	73	79	0.1	0.06	9.95
Norwich-New London, CT [35980]	198	1104	54	59	0.41	0.93	11.45
Mobile, AL [33660]	194	342	57	65	0.08	0.65	9.16
Medford, OR [32780]	191	449	61	70	0.2	0.15	8.82
Muskegon-Norton Shores, MI [34740]	185	381	54	62	0.22	1.74	5.27
Fort Smith, AR-OK [22900]	184	269	28	38	0.1	0.24	11.75
Modesto, CA [33700]	174	399	57	61	0.07	0.61	10.14
Reading, PA [39740]	172	684	56	65	0.16	0.67	9.37
Amarillo, TX [11100]	171	243	38	37	0.09	0.41	10.75
Shreveport-Bossier City, LA [43340]	170	360	56	48	0.08	0.57	10.1
Greenville, NC [24780]	166	298	33	48	0.17	0.9	11.45
Lakeland, FL [29460]	164	506	71	55	0.07	0.22	11.11
Pensacola-Ferry Pass-Brent, FL [37860]	164	454	48	52	0.09	0.44	7.3
Erie, PA [21500]	158	790	52	49	0.29	0.17	6.08
Bowling Green, KY [14540]	158	184	28	47	0.1	0.06	5.86
Eau Claire, WI [20740]	155	500	43	46	0.29	0.8	6.1
Bakersfield, CA [12540]	152	694	75	51	0.08	0.56	10.83
Deltona-Daytona Beach-Ormond Beach, FL [19660]	149	614	66	61	0.09	0.42	7.79
Anchorage, AK [11260]	144	367	46	50	0.09	0.41	16.23
Jackson, MI [27100]	132	406	48	51	0.25	0.12	4.75
Springfield, IL [44100]	129	280	25	33	0.14	0.49	8.8
Olympia, WA [36500]	121	436	55	41	0.15	0.83	8.48
Columbus, GA-AL [17980]	115	299	30	39	0.09	0.02	9.58
Beaumont-Port Arthur, TX [13140]	106	278	32	43	0.07	0.01	8.49
Macon, GA [31420]	106	191	32	34	0.08	0.07	8.41
Ocala, FL [36100]	104	368	47	49	0.1	0.1	14.37
Montgomery, AL [33860]	102	317	32	36	0.08	0.03	8.93
Flint, MI [22420]	101	892	38	39	0.22	0.43	5.43
Corpus Christi, TX [18580]	101	284	41	39	0.06	0.43	7.28
Huntington-Ashland, WV-KY-OH [26580]	94	208	20	37	0.06	0.02	11.01
Prescott, AZ [39140]	93	357	46	42	0.15	0.75	8.08
Salem, OR [41420]	92	533	58	49	0.12	0.07	7.38
Waterloo-Cedar Falls, IA [47940]	81	667	42	40	0.4	0.75	4.51
Visalia-Porterville, CA [47300]	80	231	29	33	0.05	0.44	8.59
Joplin, MO [27900]	79	307	25	37	0.17	0.26	4.1
Killeen-Temple-Fort Hood, TX [28660]	78	252	37	40	0.05	0.52	10.69
Johnson City, TN [27740]	77	308	29	31	0.15	0.04	9.31
Myrtle Beach-Conway-North Myrtle Beach, SC [34820]	74	237	26	29	0.05	0.21	8.57
Abilene, TX [10180]	66	116	22	34	0.07	0.26	10.04
Chico, CA [17020]	64	209	22	27	0.1	0.44	9.46
El Paso, TX [21340]	64	486	38	29	0.06	0.11	13.54
Sioux City, IA-NE-SD [43580]	64	110	22	29	0.06	0.04	6.21
Salisbury, MD [41540]	58	81	27	24	0.02	0.06	7.94
Redding, CA [39820]	58	156	27	30	0.09	0.61	5.46
Fayetteville, NC [22180]	55	201	25	25	0.05	0.09	15.82
Yakima, WA [49420]	54	157	29	27	0.06	0.61	7.02
McAllen-Edinburg-Mission, TX [32580]	53	209	22	12	0.02	0.18	14.86
Billings, MT [13740]	53	140	30	26	0.08	0.36	8.42
Hagerstown-Martinsburg, MD-WV [25180]	50	261	19	20	0.09	0.03	8.13
Yuba City, CA [49700]	50	179	25	25	0.1	0.9	4.59
Brownsville-Harlingen, TX [15180]	43	66	13	17	0.02	0.2	11.74
Merced, CA [32900]	39	155	15	14	0.05	0.46	13.08
St. Cloud, MN [41060]	39	252	19	19	0.13	0.09	6.25
Punta Gorda, FL [39460]	38	185	28	23	0.09	0.65	7.69
Terre Haute, IN [45460]	38	126	15	20	0.07	0.06	6.13
Lake Charles, LA [29340]	35	146	18	16	0.07	0.38	8.68
Vineland-Millville-Bridgeton, NJ [47220]	34	86	17	18	0.06	0.06	10.88
Jacksonville, NC [27340]	31	76	9	16	0.04	0.31	9.18
Gulfport-Biloxi, MS [25060]	31	215	20	19	0.05	0.04	9.28
Monroe, LA [33740]	29	117	13	12	0.07	0.29	8.39
Panama City-Lynn Haven, FL [37460]	29	333	14	14	0.17	0.19	10.82
Clarksville, TN-KY [17300]	26	148	12	13	0.05	0.01	6.69
Charleston, WV [16620]	25	260	13	15	0.13	0.04	8.74
Atlantic City, NJ [12100]	24	158	15	16	0.06	0.24	6.1
Pueblo, CO [39380]	21	103	12	12	0.06	0.38	5.34
Warner Robins, GA [47580]	18	85	13	10	0.04	0.06	16.73
Laredo, TX [29700]	18	41	8	11	0.02	0.15	6.05
Yuma, AZ [49740]	17	80	8	8	0.04	0.23	14.88
Albany, GA [10500]	15	68	11	9	0.05	0.03	7.96
Lake Havasu City-Kingman, AZ [29420]	12	104	8	9	0.05	0.2	10.52
El Centro, CA [20940]	4	50	4	4	0.03	0.16	6.41

NOTES:
Inventory Density based on Patent Index Inventor Counts in a CBSA divided by 2021 Census Population Data for that CBSA.
IP Company Density based upon Patent Index Assignee Counts in a CBSA divided by the 2020 National Bureau of Economic Research (NBER) data for enterprises in that CBSA.
Gender Diversity is the percentage of inventors in that CBSA that are female.

Last Refreshed: Jul 15 2025 2:39AM