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Virginia — AI workforce exposure by county

CAERI National › Virginia · 133 counties

Every one of Virginia's 133 counties is scored on the Community AI Exposure & Resilience Index, built entirely from public federal data. Click any county — on the map or in the table — for its full profile. County pages carry a neutral, data-only fiscal summary; a researched state-specific fiscal analysis is part of the subscription.

Counties by national percentile band

Accomack — CAERI 51.7 (50th–75th, national)Albemarle — CAERI 61.5 (75th–90th, national)Alleghany — CAERI 59.0 (75th–90th, national)Amelia — CAERI 65.1 (Top 10%, national)Amherst — CAERI 51.6 (50th–75th, national)Appomattox — CAERI 64.3 (Top 10%, national)Arlington — CAERI 67.7 (Top 10%, national)Augusta — CAERI 49.1 (25th–50th, national)Bath — CAERI 58.9 (75th–90th, national)Bedford — CAERI 54.1 (50th–75th, national)Bland — CAERI 75.7 (Top 10%, national)Botetourt — CAERI 58.7 (75th–90th, national)Brunswick — CAERI 39.7 (Bottom 25%, national)Buchanan — CAERI 48.8 (25th–50th, national)Buckingham — CAERI 58.5 (75th–90th, national)Campbell — CAERI 54.8 (50th–75th, national)Caroline — CAERI 68.2 (Top 10%, national)Carroll — CAERI 32.6 (Bottom 25%, national)Charles City — CAERI 63.8 (Top 10%, national)Charlotte — CAERI 65.8 (Top 10%, national)Chesterfield — CAERI 57.5 (75th–90th, national)Clarke — CAERI 60.6 (75th–90th, national)Craig — CAERI 73.4 (Top 10%, national)Culpeper — CAERI 57.4 (50th–75th, national)Cumberland — CAERI 51.6 (50th–75th, national)Dickenson — CAERI 60.3 (75th–90th, national)Dinwiddie — CAERI 60.6 (75th–90th, national)Essex — CAERI 73.1 (Top 10%, national)Fairfax — CAERI 67.8 (Top 10%, national)Fauquier — CAERI 69.5 (Top 10%, national)Floyd — CAERI 61.6 (75th–90th, national)Fluvanna — CAERI 61.6 (75th–90th, national)Franklin — CAERI 60.7 (75th–90th, national)Frederick — CAERI 58.6 (75th–90th, national)Giles — CAERI 57.5 (75th–90th, national)Gloucester — CAERI 60.1 (75th–90th, national)Goochland — CAERI 70.7 (Top 10%, national)Grayson — CAERI 44.2 (25th–50th, national)Greene — CAERI 64.3 (Top 10%, national)Greensville — CAERI 52.0 (50th–75th, national)Halifax — CAERI 51.6 (50th–75th, national)Hanover — CAERI 56.7 (50th–75th, national)Henrico — CAERI 58.7 (75th–90th, national)Henry — CAERI 64.5 (Top 10%, national)Highland — CAERI 67.2 (Top 10%, national)Isle of Wight — CAERI 57.3 (50th–75th, national)James City — CAERI 63.8 (Top 10%, national)King and Queen — CAERI 69.8 (Top 10%, national)King George — CAERI 72.2 (Top 10%, national)King William — CAERI 64.9 (Top 10%, national)Lancaster — CAERI 66.2 (Top 10%, national)Lee — CAERI 56.5 (50th–75th, national)Loudoun — CAERI 67.1 (Top 10%, national)Louisa — CAERI 62.3 (75th–90th, national)Lunenburg — CAERI 56.2 (50th–75th, national)Madison — CAERI 62.0 (75th–90th, national)Mathews — CAERI 62.1 (75th–90th, national)Mecklenburg — CAERI 57.0 (50th–75th, national)Middlesex — CAERI 65.0 (Top 10%, national)Montgomery — CAERI 62.7 (75th–90th, national)Nelson — CAERI 72.3 (Top 10%, national)New Kent — CAERI 62.9 (75th–90th, national)Northampton — CAERI 62.8 (75th–90th, national)Northumberland — CAERI 58.1 (75th–90th, national)Nottoway — CAERI 57.0 (50th–75th, national)Orange — CAERI 58.3 (75th–90th, national)Page — CAERI 60.6 (75th–90th, national)Patrick — CAERI 69.0 (Top 10%, national)Pittsylvania — CAERI 46.8 (25th–50th, national)Powhatan — CAERI 66.5 (Top 10%, national)Prince Edward — CAERI 53.5 (50th–75th, national)Prince George — CAERI 61.9 (75th–90th, national)Prince William — CAERI 65.7 (Top 10%, national)Pulaski — CAERI 55.8 (50th–75th, national)Rappahannock — CAERI 71.6 (Top 10%, national)Richmond — CAERI 57.5 (75th–90th, national)Roanoke — CAERI 57.3 (50th–75th, national)Rockbridge — CAERI 61.4 (75th–90th, national)Rockingham — CAERI 56.6 (50th–75th, national)Russell — CAERI 63.9 (Top 10%, national)Scott — CAERI 59.1 (75th–90th, national)Shenandoah — CAERI 49.2 (25th–50th, national)Smyth — CAERI 41.6 (Bottom 25%, national)Southampton — CAERI 59.5 (75th–90th, national)Spotsylvania — CAERI 63.3 (Top 10%, national)Stafford — CAERI 67.2 (Top 10%, national)Surry — CAERI 51.8 (50th–75th, national)Sussex — CAERI 58.3 (75th–90th, national)Tazewell — CAERI 42.6 (25th–50th, national)Warren — CAERI 61.2 (75th–90th, national)Washington — CAERI 58.1 (75th–90th, national)Westmoreland — CAERI 73.6 (Top 10%, national)Wise — CAERI 61.9 (75th–90th, national)Wythe — CAERI 41.9 (Bottom 25%, national)York — CAERI 68.2 (Top 10%, national)Alexandria — CAERI 72.5 (Top 10%, national)Bristol — CAERI 67.7 (Top 10%, national)Buena Vista — CAERI 60.9 (75th–90th, national)Charlottesville — CAERI 66.4 (Top 10%, national)Chesapeake — CAERI 62.1 (75th–90th, national)Colonial Heights — CAERI 71.3 (Top 10%, national)Covington — CAERI 59.4 (75th–90th, national)Danville — CAERI 51.1 (50th–75th, national)Emporia — CAERI 51.9 (50th–75th, national)Fairfax — CAERI 73.4 (Top 10%, national)Falls Church — CAERI 72.0 (Top 10%, national)Franklin — CAERI 47.3 (25th–50th, national)Fredericksburg — CAERI 68.6 (Top 10%, national)Galax — CAERI 48.7 (25th–50th, national)Hampton — CAERI 64.2 (Top 10%, national)Harrisonburg — CAERI 61.0 (75th–90th, national)Hopewell — CAERI 63.2 (75th–90th, national)Lexington — CAERI 66.5 (Top 10%, national)Lynchburg — CAERI 63.5 (Top 10%, national)Manassas — CAERI 69.1 (Top 10%, national)Manassas Park — CAERI 70.3 (Top 10%, national)Martinsville — CAERI 66.7 (Top 10%, national)Newport News — CAERI 65.7 (Top 10%, national)Norfolk — CAERI 61.8 (75th–90th, national)Norton — CAERI 72.2 (Top 10%, national)Petersburg — CAERI 53.3 (50th–75th, national)Poquoson — CAERI 67.7 (Top 10%, national)Portsmouth — CAERI 60.8 (75th–90th, national)Radford — CAERI 66.8 (Top 10%, national)Richmond — CAERI 62.4 (75th–90th, national)Roanoke — CAERI 56.1 (50th–75th, national)Salem — CAERI 55.1 (50th–75th, national)Staunton — CAERI 53.3 (50th–75th, national)Suffolk — CAERI 65.2 (Top 10%, national)Virginia Beach — CAERI 64.0 (Top 10%, national)Waynesboro — CAERI 52.7 (50th–75th, national)Williamsburg — CAERI 67.5 (Top 10%, national)Winchester — CAERI 66.8 (Top 10%, national)
Top 10%75th–90th50th–75th25th–50thBottom 25%
Shaded by national percentile band — relative standing among all U.S. counties, not a condition. Grey = not scored (no general-purpose county government).
US rankCounty CAERINat'l band State rankConfidence
9 Bland 75.7 Top 10% 13Low
22 Westmoreland 73.6 Top 10% 17Medium
25 Fairfax 73.4 Top 10% 1High
26 Craig 73.4 Top 10% 20Low
27 Essex 73.1 Top 10% 27Medium
32 Alexandria 72.5 Top 10% 3Medium
35 Nelson 72.3 Top 10% 15Medium
37 King George 72.2 Top 10% 2Medium
39 Norton 72.2 Top 10% 31Low
44 Falls Church 72.0 Top 10% 4Medium
47 Rappahannock 71.6 Top 10% 14Low
51 Colonial Heights 71.3 Top 10% 19Medium
59 Goochland 70.7 Top 10% 8Medium
69 Manassas Park 70.3 Top 10% 10Medium
74 King and Queen 69.8 Top 10% 35Medium
79 Fauquier 69.5 Top 10% 11Medium
85 Manassas 69.1 Top 10% 21High
87 Patrick 69.0 Top 10% 45Medium
94 Fredericksburg 68.6 Top 10% 5Medium
105 York 68.2 Top 10% 16Medium
107 Caroline 68.2 Top 10% 26Medium
116 Fairfax 67.8 Top 10% 6High
118 Poquoson 67.7 Top 10% 25Low
119 Arlington 67.7 Top 10% 7Medium
120 Bristol 67.7 Top 10% 37Medium
125 Williamsburg 67.5 Top 10% 23Medium
135 Highland 67.2 Top 10% 33Low
136 Stafford 67.2 Top 10% 12Medium
137 Loudoun 67.1 Top 10% 9High
148 Radford 66.8 Top 10% 30Low
150 Winchester 66.8 Top 10% 24High
151 Martinsville 66.7 Top 10% 49Medium
156 Powhatan 66.5 Top 10% 34Medium
157 Lexington 66.5 Top 10% 29Low
161 Charlottesville 66.4 Top 10% 18Medium
171 Lancaster 66.2 Top 10% 28Low
190 Charlotte 65.8 Top 10% 62Medium
193 Newport News 65.7 Top 10% 47High
194 Prince William 65.7 Top 10% 22High
216 Suffolk 65.2 Top 10% 46Medium
227 Amelia 65.1 Top 10% 81Medium
234 Middlesex 65.0 Top 10% 63Medium
240 King William 64.9 Top 10% 73Low
262 Henry 64.5 Top 10% 68Medium
275 Greene 64.3 Top 10% 43Medium
276 Appomattox 64.3 Top 10% 71Low
277 Hampton 64.2 Top 10% 40High
286 Virginia Beach 64.0 Top 10% 38Medium
290 Russell 63.9 Top 10% 51Medium
296 James City 63.8 Top 10% 39Medium
299 Charles City 63.8 Top 10% 69Medium
302 Lynchburg 63.5 Top 10% 50Medium
311 Spotsylvania 63.3 Top 10% 32High
320 Hopewell 63.2 75th–90th 95Medium
338 New Kent 62.9 75th–90th 61Low
352 Northampton 62.8 75th–90th 59Medium
354 Montgomery 62.7 75th–90th 42Medium
376 Richmond 62.4 75th–90th 52Medium
383 Louisa 62.3 75th–90th 58Medium
385 Mathews 62.1 75th–90th 89Low
393 Chesapeake 62.1 75th–90th 55Medium
397 Madison 62.0 75th–90th 53Low
405 Wise 61.9 75th–90th 72Medium
408 Prince George 61.9 75th–90th 88Medium
412 Norfolk 61.8 75th–90th 60High
430 Fluvanna 61.6 75th–90th 74Medium
431 Floyd 61.6 75th–90th 93Medium
432 Albemarle 61.5 75th–90th 36Medium
442 Rockbridge 61.4 75th–90th 66Low
455 Warren 61.2 75th–90th 48High
471 Harrisonburg 61.0 75th–90th 65High
485 Buena Vista 60.9 75th–90th 82Low
490 Portsmouth 60.8 75th–90th 83Medium
497 Franklin 60.7 75th–90th 78Medium
510 Dinwiddie 60.6 75th–90th 97Medium
512 Page 60.6 75th–90th 75Medium
514 Clarke 60.6 75th–90th 44Low
538 Dickenson 60.3 75th–90th 84Low
556 Gloucester 60.1 75th–90th 87Medium
597 Southampton 59.5 75th–90th 117Low
602 Covington 59.4 75th–90th 67Medium
631 Scott 59.1 75th–90th 98Low
635 Alleghany 59.0 75th–90th 86Medium
640 Bath 58.9 75th–90th 41Low
656 Botetourt 58.7 75th–90th 85Medium
657 Henrico 58.7 75th–90th 64High
663 Frederick 58.6 75th–90th 57Medium
671 Buckingham 58.5 75th–90th 100Medium
693 Orange 58.3 75th–90th 80Medium
694 Sussex 58.3 75th–90th 103Medium
715 Northumberland 58.1 75th–90th 101Medium
717 Washington 58.1 75th–90th 94Medium
770 Richmond 57.5 75th–90th 90Medium
777 Giles 57.5 75th–90th 113Medium
780 Chesterfield 57.5 75th–90th 92Medium
789 Culpeper 57.4 50th–75th 54Medium
794 Roanoke 57.3 50th–75th 99Medium
797 Isle of Wight 57.3 50th–75th 102Low
824 Mecklenburg 57.0 50th–75th 116Medium
825 Nottoway 57.0 50th–75th 111Low
848 Hanover 56.7 50th–75th 77Medium
855 Rockingham 56.6 50th–75th 110Medium
862 Lee 56.5 50th–75th 56Medium
884 Lunenburg 56.2 50th–75th 106Low
893 Roanoke 56.1 50th–75th 112High
930 Pulaski 55.8 50th–75th 119Medium
998 Salem 55.1 50th–75th 96Medium
1033 Campbell 54.8 50th–75th 115Medium
1097 Bedford 54.1 50th–75th 118Medium
1153 Prince Edward 53.5 50th–75th 79Medium
1163 Petersburg 53.3 50th–75th 127Medium
1168 Staunton 53.3 50th–75th 122Medium
1239 Waynesboro 52.7 50th–75th 114Medium
1310 Greensville 52.0 50th–75th 109Low
1319 Emporia 51.9 50th–75th 70Medium
1336 Surry 51.8 50th–75th 104Low
1348 Accomack 51.7 50th–75th 76High
1351 Cumberland 51.6 50th–75th 125Medium
1355 Amherst 51.6 50th–75th 123Low
1363 Halifax 51.6 50th–75th 120High
1419 Danville 51.1 50th–75th 105High
1624 Shenandoah 49.2 25th–50th 121High
1631 Augusta 49.1 25th–50th 126Medium
1671 Buchanan 48.8 25th–50th 107Medium
1682 Galax 48.7 25th–50th 91Low
1818 Franklin 47.3 25th–50th 108Medium
1879 Pittsylvania 46.8 25th–50th 128Medium
2186 Grayson 44.2 25th–50th 124Low
2341 Tazewell 42.6 25th–50th 129Medium
2424 Wythe 41.9 Bottom 25% 131Medium
2457 Smyth 41.6 Bottom 25% 130Medium
2631 Brunswick 39.7 Bottom 25% 132Medium
3034 Carroll 32.6 Bottom 25% 133Medium
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