Hugging Face's logo

Datasets:
Marcusfkelley
/
govsentry-open-data

Modalities:
Tabular
Text
Formats:
csv
Languages:
English
Size:
1K - 10K
Tags:
government
government-contracting
procurement
public-procurement
naics
open-data
Libraries:
Datasets
pandas
Polars
License:
Dataset card Data Studio Files
xet
 Community
1
Dataset Viewer
Auto-converted to Parquet Duplicate
naics_code
int64
115k
921k
title
stringlengths
6
118
target_score_small
float64
0
72.8
tier_small
stringclasses
3 values
target_score_large
float64
12.5
92.3
tier_large
stringclasses
3 values
openness
float64
0
86.7
top3_dollar_share
float64
13.3
100
full_open_pct
float64
21.1
100
set_aside_total_sb_pct
float64
0
74.6
set_aside_8a_pct
float64
0
41.3
set_aside_wosb_pct
float64
0
9.78
set_aside_sdvosb_pct
float64
0
40.5
set_aside_hubzone_pct
float64
0
1.87
median_award_usd
int64
29.8k
575M
typical_bidders
float64
1
29
⌀
active_opportunities
int64
0
1.56k
recompete_count_12mo
int64
0
790
recompete_value_usd
int64
0
107B
award_sample_size
int64
10
3.4k
115,310
Support Activities for Forestry
28.9
Moderate
77.2
Open market
56.3
43.7
98.08
1.4
0
0
0
0.52
4,067,636
2
170
8
50,775,640
71
221,112
Fossil Fuel Electric Power Generation
2.6
Prime-locked
52.5
Competitive
5.1
94.9
99.99
0.01
0
0
0
0
14,434,149
3
6
8
286,049,387
17
221,118
Other Electric Power Generation
2
Prime-locked
52
Competitive
3.9
96.1
100
0
0
0
0
0
5,342,621
6
3
4
142,090,372
19
221,122
Electric Power Distribution
39.2
Winnable
89.2
Open market
78.4
21.6
100
0
0
0
0
0
39,125,305
2
14
17
438,584,096
110
221,210
Natural Gas Distribution
20
Moderate
70
Open market
39.9
60.1
100
0
0
0
0
0
6,143,728
1
15
4
64,835,515
25
221,310
Water Supply and Irrigation Systems
22.4
Moderate
72.3
Open market
44.7
55.3
99.85
0.05
0
0
0.04
0.06
98,279,012
2
31
5
316,103,441
48
221,320
Sewage Treatment Facilities
19.9
Moderate
68.9
Open market
38.8
61.2
99.09
0.91
0
0
0
0
66,900,798
3
4
2
203,092,417
14
236,116
New Multifamily Housing Construction (except For-Sale Builders)
25
Moderate
75
Open market
49.9
50.1
100
0
0
0
0
0
113,462,647
4
13
6
1,210,322,800
16
236,118
Residential Remodelers
13.1
Prime-locked
62.1
Open market
25.2
74.8
98.92
1.08
0
0
0
0
47,677,266
2
47
6
331,704,652
16
236,210
Industrial Building Construction
22.3
Moderate
71.8
Open market
44.2
55.8
99.42
0.43
0.1
0
0.05
0
33,802,940
3
30
21
2,573,081,992
71
236,220
Commercial and Institutional Building Construction
44.2
Winnable
88.3
Open market
84
16
92.59
4.46
0.72
0.02
1.89
0.32
32,045,039
3
1,476
541
21,889,331,779
2,195
237,110
Water and Sewer Line and Related Structures Construction
33.8
Moderate
81.9
Open market
66.9
33.1
96.91
0.73
1.16
0
1.05
0.14
26,171,473
2
139
25
1,078,729,720
74
237,120
Oil and Gas Pipeline and Related Structures Construction
28.6
Moderate
78.6
Open market
57.2
42.8
100
0
0
0
0
0
54,196,312
2
17
4
368,018,293
26
237,130
Power and Communication Line and Related Structures Construction
33.8
Moderate
75.8
Open market
61.2
38.8
90.48
6.38
0
0
3.14
0
28,047,244
3
76
13
141,134,610
53
237,310
Highway, Street, and Bridge Construction
34.4
Moderate
78.6
Open market
63.1
36.9
94.18
5.68
0.07
0
0.06
0
13,070,617
3
351
51
2,723,112,852
244
237,990
Other Heavy and Civil Engineering Construction
43.3
Winnable
90
Open market
83.7
16.3
96.25
2.8
0.45
0.01
0.49
0
47,768,730
3
524
79
4,662,353,140
477
238,160
Roofing Contractors
16.7
Moderate
51.6
Competitive
31.9
68.1
71.22
1.43
16.54
0
10.81
0
1,869,000
4
118
9
44,215,380
40
238,210
Electrical Contractors and Other Wiring Installation Contractors
21.9
Moderate
54.3
Competitive
27.1
72.9
81.49
16.79
0.34
0
1.38
0
4,470,852
2
206
31
1,115,070,503
72
238,220
Plumbing, Heating, and Air-Conditioning Contractors
47.2
Winnable
53.3
Competitive
59.2
40.8
47.31
35.15
5.37
0
12.17
0
2,786,480
3
402
26
185,223,450
95
238,290
Other Building Equipment Contractors
21.2
Moderate
56.6
Competitive
38.2
61.8
75.09
4.27
2.84
0
17.8
0
2,923,507
3
108
12
123,073,415
37
238,910
Site Preparation Contractors
16.2
Moderate
53.6
Competitive
21.5
78.5
85.75
10.8
0
0
3.45
0
4,625,671
null
83
1
2,998,638
10
238,990
All Other Specialty Trade Contractors
5
Prime-locked
54.4
Competitive
9.5
90.5
99.3
0.41
0
0
0.29
0
37,346,688
2
113
7
159,791,292
52
311,411
Frozen Fruit, Juice, and Vegetable Manufacturing
33.5
Moderate
35.5
Set-aside heavy
19
81
52
48
0
0
0
0
6,031,679
11
1
2
11,142,156
18
311,421
Fruit and Vegetable Canning
7.2
Prime-locked
54.5
Competitive
11.7
88.3
97.29
2.71
0
0
0
0
4,349,481
9
8
4
17,024,404
60
311,423
Dried and Dehydrated Food Manufacturing
7
Prime-locked
52.7
Competitive
9.7
90.3
95.78
4.22
0
0
0
0
500,000
null
2
0
0
14
311,513
Cheese Manufacturing
9.7
Prime-locked
59.7
Competitive
19.3
80.7
100
0
0
0
0
0
5,348,668
5
3
0
0
17
311,611
Animal (except Poultry) Slaughtering
25.3
Moderate
62.7
Open market
38
62
87.46
12.54
0
0
0
0
6,568,380
4
4
0
0
25
311,615
Poultry Processing
6.5
Prime-locked
54.5
Competitive
11.4
88.6
97.55
1.64
0
0
0
0.81
3,964,788
6
11
1
2,833,152
32
311,710
Seafood Product Preparation and Packaging
8.7
Prime-locked
57.1
Competitive
15.8
84.2
98.32
1.68
0
0
0
0
14,231,912
3
5
6
68,782,171
17
311,911
Roasted Nuts and Peanut Butter Manufacturing
33.9
Moderate
27.2
Set-aside heavy
11.1
88.9
43.2
56.8
0
0
0
0
7,597,777
8
5
0
0
11
311,991
Perishable Prepared Food Manufacturing
38.4
Winnable
54.6
Competitive
43
57
66.28
33.72
0
0
0
0
29,849
15
142
4
16,522,272
129
311,999
All Other Miscellaneous Food Manufacturing
31.5
Moderate
80
Open market
61.4
38.6
98.5
1.5
0
0
0
0
53,729
19
219
1
3,878,482
78
314,120
Curtain and Linen Mills
14.9
Prime-locked
64.9
Open market
29.8
70.2
100
0
0
0
0
0
500,000
null
2
0
0
16
314,999
All Other Miscellaneous Textile Product Mills
0.6
Prime-locked
50.4
Competitive
1
99
99.71
0.29
0
0
0
0
60,279
null
51
2
44,458,658
10
315,210
Cut and Sew Apparel Contractors
21.2
Moderate
71.2
Open market
42.4
57.6
99.97
0
0
0
0.03
0
33,455,013
1
21
1
36,638,243
14
315,220
315220
2.4
Prime-locked
52.4
Competitive
4.8
95.2
100
0
0
0
0
0
500,000
null
2
0
0
10
315,250
Cut and Sew Apparel Manufacturing (except Contractors)
2.1
Prime-locked
52.1
Competitive
4.2
95.8
100
0
0
0
0
0
500,000
null
2
0
0
10
315,990
Apparel Accessories and Other Apparel Manufacturing
20.2
Moderate
68.3
Open market
38.5
61.5
98.08
1.92
0
0
0
0
7,882,580
2
44
3
94,799,270
27
322,291
Sanitary Paper Product Manufacturing
14.6
Prime-locked
48.4
Competitive
29.2
70.8
67.54
0
0
0
32.46
0
500,000
null
0
0
0
11
324,110
Petroleum Refineries
8.1
Prime-locked
58.1
Competitive
16.2
83.8
99.97
0.03
0
0
0
0
28,175,320
null
41
0
0
18
324,191
Petroleum Lubricating Oil and Grease Manufacturing
7.7
Prime-locked
57.6
Competitive
15.3
84.7
99.98
0.02
0
0
0
0
500,000
null
5
0
0
21
325,120
Industrial Gas Manufacturing
5.4
Prime-locked
53
Competitive
10.7
89.3
95.27
0.02
0
0
4.72
0
3,258,804
1
43
0
0
28
325,320
Pesticide and Other Agricultural Chemical Manufacturing
13.6
Prime-locked
63.5
Open market
27.1
72.9
99.81
0.19
0
0
0
0
475,000
null
6
0
0
23
325,412
Pharmaceutical Preparation Manufacturing
16.5
Moderate
66.1
Open market
32.6
67.4
99.67
0.33
0
0
0
0
14,206,102
1
344
41
1,642,204,677
230
325,413
In-Vitro Diagnostic Substance Manufacturing
22.4
Moderate
72.3
Open market
44.7
55.3
99.99
0.01
0
0
0
0
29,275,740
1
32
5
14,935,933
28
325,414
Biological Product (except Diagnostic) Manufacturing
10.4
Prime-locked
60.4
Open market
20.8
79.2
100
0
0
0
0
0
136,358,366
4
2
3
105,781,082
31
325,611
Soap and Other Detergent Manufacturing
14.5
Prime-locked
64.5
Open market
29
71
100
0
0
0
0
0
500,000
null
4
1
3,564,652
54
325,612
Polish and Other Sanitation Good Manufacturing
12.2
Prime-locked
62.1
Open market
24.3
75.7
99.93
0.07
0
0
0
0
500,000
null
4
0
0
19
325,920
Explosives Manufacturing
8.7
Prime-locked
57.6
Competitive
16.3
83.7
98.91
1.09
0
0
0
0
31,887,949
1
139
7
656,290,922
54
325,998
All Other Miscellaneous Chemical Product and Preparation Manufacturing
11.2
Prime-locked
61.1
Open market
22.4
77.6
99.82
0
0
0
0.18
0
2,544,042
1
34
2
70,000,000
58
326,199
All Other Plastics Product Manufacturing
18.4
Moderate
62.7
Open market
31.1
68.9
94.34
5.66
0
0
0
0
475,000
null
24
0
0
21
326,220
Rubber and Plastics Hoses and Belting Manufacturing
27.4
Moderate
74.7
Open market
52.1
47.9
97.27
2.73
0
0
0
0
350,000
null
96
0
0
11
327,991
Cut Stone and Stone Product Manufacturing
4.2
Prime-locked
54.2
Competitive
8.3
91.7
100
0
0
0
0
0
3,403,750
null
3
1
2,770,061
11
331,410
Nonferrous Metal (except Aluminum) Smelting and Refining
0
Prime-locked
50
Competitive
0
100
100
0
0
0
0
0
1,786,014
null
0
0
0
32
331,420
Copper Rolling, Drawing, Extruding, and Alloying
0
Prime-locked
50
Competitive
0
100
100
0
0
0
0
0
24,350,759
2
25
0
0
29
331,491
Nonferrous Metal (except Copper and Aluminum) Rolling, Drawing, and Extruding
21.1
Moderate
45.9
Competitive
17
83
74.8
25.2
0
0
0
0
3,549,242
7
47
0
0
44
332,216
Saw Blade and Handtool Manufacturing
8.4
Prime-locked
58.4
Competitive
16.7
83.3
100
0
0
0
0
0
475,000
null
62
0
0
11
332,311
Prefabricated Metal Building and Component Manufacturing
26
Moderate
65.9
Open market
50.5
49.5
81.25
1.5
17.25
0
0
0
575,000
null
39
1
44,085,797
35
332,312
Fabricated Structural Metal Manufacturing
18.5
Moderate
56.9
Competitive
25.4
74.6
88.44
11.56
0
0
0
0
2,500,000
null
31
0
0
13
332,410
Power Boiler and Heat Exchanger Manufacturing
0
Prime-locked
50
Competitive
0
100
100
0
0
0
0
0
575,059,980
1
40
2
609,235,805
23
332,439
Other Metal Container Manufacturing
27.8
Moderate
22.5
Set-aside heavy
0.3
99.7
44.76
55.24
0
0
0
0
78,729
null
103
1
105,955,868
15
332,510
Hardware Manufacturing
14.2
Prime-locked
64.2
Open market
28.4
71.6
99.98
0.01
0
0
0.01
0
350,000
null
648
0
0
107
332,722
Bolt, Nut, Screw, Rivet, and Washer Manufacturing
8.5
Prime-locked
58.3
Competitive
16.8
83.2
99.77
0.23
0
0
0
0
350,000
null
575
1
43,397,113
64
332,911
Industrial Valve Manufacturing
29.4
Moderate
78.8
Open market
58.2
41.8
99.37
0.63
0
0
0
0
82,390
null
564
0
0
67
332,912
Fluid Power Valve and Hose Fitting Manufacturing
0.1
Prime-locked
50
Competitive
0.1
99.9
99.98
0.02
0
0
0
0
130,435
null
84
0
0
12
332,919
Other Metal Valve and Pipe Fitting Manufacturing
15
Moderate
61.6
Open market
26.5
73.5
96.6
3.4
0
0
0
0
57,250
null
423
0
0
11
332,991
Ball and Roller Bearing Manufacturing
20.6
Moderate
70.6
Open market
41.1
58.9
100
0
0
0
0
0
69,595
null
263
0
0
37
332,992
Small Arms Ammunition Manufacturing
1.6
Prime-locked
51.5
Competitive
3.1
96.9
99.89
0
0.11
0
0
0
58,984,561
1
35
5
1,177,482,245
28
332,993
Ammunition (except Small Arms) Manufacturing
28.7
Moderate
77.4
Open market
56.1
43.9
98.75
1.25
0
0
0
0
99,889,779
2
31
48
8,522,362,393
253
332,994
Small Arms, Ordnance, and Ordnance Accessories Manufacturing
25.6
Moderate
74.8
Open market
50.4
49.6
99.18
0.72
0.1
0
0
0
32,643,720
1
285
19
983,927,288
81
332,996
Fabricated Pipe and Pipe Fitting Manufacturing
21.8
Moderate
71.8
Open market
43.6
56.4
100
0
0
0
0
0
49,600
null
176
0
0
22
332,999
All Other Miscellaneous Fabricated Metal Product Manufacturing
30.8
Moderate
73.5
Open market
54.2
45.8
92.7
7.3
0
0
0
0
500,000
1
208
4
188,842,787
99
333,120
Construction Machinery Manufacturing
8.1
Prime-locked
57.8
Competitive
15.9
84.1
99.76
0.24
0
0
0
0
219,799
1
68
4
215,539,345
23
333,241
Food Product Machinery Manufacturing
8.7
Prime-locked
58.5
Competitive
17.2
82.8
99.89
0.11
0
0
0
0
120,000
null
47
0
0
23
333,248
All Other Industrial Machinery Manufacturing
1
Prime-locked
51
Competitive
2
98
99.99
0.01
0
0
0
0
10,000,000
null
23
0
0
15
333,310
Commercial and Service Industry Machinery Manufacturing
12.3
Prime-locked
62.3
Open market
24.6
75.4
99.94
0
0
0
0.05
0
700,000
1
242
5
650,985,379
54
333,314
333314
8.6
Prime-locked
58.6
Competitive
17.1
82.9
100
0
0
0
0
0
62,598,427
1
1
6
3,089,282,190
29
333,318
333318
21.6
Moderate
67.5
Open market
39.1
60.9
95.85
4.15
0
0
0
0
50,369,142
1
43
8
965,653,195
46
333,413
Industrial and Commercial Fan and Blower and Air Purification Equipment Manufacturing
18.1
Moderate
54.5
Competitive
36.1
63.9
72.84
0
4.19
9.78
13.18
0
77,156
null
117
0
0
20
333,414
Heating Equipment (except Warm Air Furnaces) Manufacturing
1.7
Prime-locked
49.6
Competitive
1.3
98.7
97.92
2.08
0
0
0
0
68,719
null
57
0
0
12
333,415
Air-Conditioning and Warm Air Heating Equipment and Commercial and Industrial Refrigeration Equipment Manufacturing
4.1
Prime-locked
53.5
Competitive
7.6
92.4
99.3
0.7
0
0
0.01
0
475,000
null
146
2
27,666,497
54
333,517
Machine Tool Manufacturing
6.2
Prime-locked
51.6
Competitive
7.8
92.2
95.39
4.61
0
0
0
0
1,677,472
null
40
3
74,230,040
10
333,611
Turbine and Turbine Generator Set Units Manufacturing
15.5
Moderate
65.5
Open market
30.9
69.1
100
0
0
0
0
0
24,234,992
3
58
1
48,613,215
13
333,613
Mechanical Power Transmission Equipment Manufacturing
0.4
Prime-locked
50.4
Competitive
0.8
99.2
100
0
0
0
0
0
350,000
1
305
2
192,571,963
35
333,618
Other Engine Equipment Manufacturing
20.8
Moderate
70.8
Open market
41.6
58.4
100
0
0
0
0
0
350,000
1
233
4
79,092,151
36
333,914
Measuring, Dispensing, and Other Pumping Equipment Manufacturing
2.9
Prime-locked
52.9
Competitive
5.8
94.2
100
0
0
0
0
0
339,974
null
149
0
0
15
333,923
Overhead Traveling Crane, Hoist, and Monorail System Manufacturing
9.3
Prime-locked
50.8
Competitive
10.4
89.6
91.15
8.26
0
0
0.59
0
475,000
2
76
4
98,557,517
19
333,924
Industrial Truck, Tractor, Trailer, and Stacker Machinery Manufacturing
3.9
Prime-locked
53.2
Competitive
7.2
92.8
99.17
0.69
0
0
0.14
0
194,750
null
83
2
25,695,838
17
333,991
Power-Driven Handtool Manufacturing
11.2
Prime-locked
61.2
Open market
22.3
77.7
100
0
0
0
0
0
500,000
null
20
0
0
21
333,998
All Other Miscellaneous General Purpose Machinery Manufacturing
2.4
Prime-locked
52.2
Competitive
4.6
95.4
99.76
0.24
0
0
0
0
181,967
null
279
0
0
17
334,111
Electronic Computer Manufacturing
36.6
Winnable
83
Open market
69.6
30.4
96.33
3.57
0.07
0
0.04
0
1,000,000
1
75
18
261,094,756
288
334,112
Computer Storage Device Manufacturing
6.7
Prime-locked
54.8
Competitive
13.4
86.6
96.28
0
3.72
0
0
0
500,000
null
10
2
68,401,935
13
334,210
Telephone Apparatus Manufacturing
9.8
Prime-locked
57.7
Competitive
19.5
80.5
95.97
0
4.03
0
0
0
55,417,418
1
11
3
251,163,639
17
334,220
Radio and Television Broadcasting and Wireless Communications Equipment Manufacturing
26.1
Moderate
75.8
Open market
52.1
47.9
99.44
0.16
0.4
0
0
0
47,835,483
2
186
34
2,469,641,667
211
334,290
Other Communications Equipment Manufacturing
21.9
Moderate
71.9
Open market
43.8
56.2
100
0
0
0
0
0
25,029,675
1
152
23
1,012,854,522
171
334,310
Audio and Video Equipment Manufacturing
11.8
Prime-locked
61.8
Open market
23.6
76.4
99.98
0.02
0
0
0
0
487,500
null
94
1
3,536,973
28
334,412
Bare Printed Circuit Board Manufacturing
5.3
Prime-locked
55.2
Competitive
10.5
89.5
99.88
0.12
0
0
0
0
11,550,122
null
220
0
0
14
334,413
Semiconductor and Related Device Manufacturing
4
Prime-locked
54
Competitive
8
92
100
0
0
0
0
0
350,000
1
110
0
0
18
334,416
Capacitor, Resistor, Coil, Transformer, and Other Inductor Manufacturing
27.4
Moderate
77.4
Open market
54.8
45.2
100
0
0
0
0
0
350,000
null
114
0
0
12
334,417
Electronic Connector Manufacturing
35.3
Winnable
83.5
Open market
68.8
31.2
98.25
1.75
0
0
0
0
350,000
null
261
0
0
69
End of preview. Expand in Data Studio

GovSentry Open Datasets

Free, openly-licensed datasets for US government-contracting research, published by GovSentry.

Use the config dropdown in the data viewer to switch between datasets.

federal-niche-winnability-2026 — flagship

Every federal NAICS niche (with ≥ 10 tracked awards) scored for winnability, derived from 40,000+ federal awards. 287 niches. Each carries a 0–100 Target Score for small and large businesses, contractor concentration, set-aside dollar shares by category, typical bidder counts, active opportunities, and the 12-month recompete pipeline.

Target Score = 0.5 × openness + 0.5 × edge, where openness = 100 − the top-3 contractors' dollar share, and edge = the set-aside work you qualify for (small business) or the full-and-open share (large business). All inputs are derived from public USAspending & SAM.gov data. Explore it interactively at https://govsentry.ai/tools/opportunity-finder.

us-state-procurement-portals

Every state & local eProcurement portal we track (50 states + DC), including the underlying platform vendor (Jaggaer, Bonfire, BidNet, Ionwave, …) — a breakdown few sources publish.

naics-codes-2022

NAICS (2022) codes and titles used in US federal contracting.

state-contract-stats-2026

Per-state federal contract activity: historical award counts, dollars, and active opportunities.

How to cite

GovSentry. (2026). GovSentry Open Datasets: US Federal Niche Winnability Index & Government-Contracting Reference Data. https://govsentry.ai/resources/open-datasets

@misc{govsentry_open_data_2026,
  author       = {{GovSentry}},
  title        = {GovSentry Open Datasets: US Federal Niche Winnability Index and Government-Contracting Reference Data},
  year         = {2026},
  howpublished = {\url{https://govsentry.ai/resources/open-datasets}},
  note         = {CC BY 4.0.}
}
Downloads last month
12
Number of rows:
1,449
Total file size:
433 kB