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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 49.6 (25th–50th, national)Albemarle — CAERI 61.7 (75th–90th, national)Alleghany — CAERI 57.2 (50th–75th, national)Amelia — CAERI 61.9 (75th–90th, national)Amherst — CAERI 51.0 (50th–75th, national)Appomattox — CAERI 64.1 (Top 10%, national)Arlington — CAERI 67.7 (Top 10%, national)Augusta — CAERI 50.2 (50th–75th, national)Bath — CAERI 57.4 (75th–90th, national)Bedford — CAERI 52.1 (50th–75th, national)Bland — CAERI 76.0 (Top 10%, national)Botetourt — CAERI 59.0 (75th–90th, national)Brunswick — CAERI 37.6 (Bottom 25%, national)Buchanan — CAERI 49.1 (25th–50th, national)Buckingham — CAERI 58.5 (75th–90th, national)Campbell — CAERI 53.0 (50th–75th, national)Caroline — CAERI 68.6 (Top 10%, national)Carroll — CAERI 33.8 (Bottom 25%, national)Charles City — CAERI 62.5 (75th–90th, national)Charlotte — CAERI 54.9 (50th–75th, national)Chesterfield — CAERI 57.6 (75th–90th, national)Clarke — CAERI 61.9 (75th–90th, national)Craig — CAERI 75.6 (Top 10%, national)Culpeper — CAERI 56.8 (50th–75th, national)Cumberland — CAERI 49.5 (25th–50th, national)Dickenson — CAERI 48.5 (25th–50th, national)Dinwiddie — CAERI 59.1 (75th–90th, national)Essex — CAERI 70.2 (Top 10%, national)Fairfax — CAERI 67.4 (Top 10%, national)Fauquier — CAERI 68.9 (Top 10%, national)Floyd — CAERI 63.3 (75th–90th, national)Fluvanna — CAERI 61.9 (75th–90th, national)Franklin — CAERI 60.6 (75th–90th, national)Frederick — CAERI 59.3 (75th–90th, national)Giles — CAERI 57.7 (75th–90th, national)Gloucester — CAERI 60.0 (75th–90th, national)Goochland — CAERI 70.7 (Top 10%, national)Grayson — CAERI 42.2 (Bottom 25%, national)Greene — CAERI 64.2 (Top 10%, national)Greensville — CAERI 51.2 (50th–75th, national)Halifax — CAERI 48.5 (25th–50th, national)Hanover — CAERI 55.8 (50th–75th, national)Henrico — CAERI 58.5 (75th–90th, national)Henry — CAERI 61.7 (75th–90th, national)Highland — CAERI 63.6 (Top 10%, national)Isle of Wight — CAERI 57.0 (50th–75th, national)James City — CAERI 63.1 (75th–90th, national)King and Queen — CAERI 67.1 (Top 10%, national)King George — CAERI 72.9 (Top 10%, national)King William — CAERI 61.2 (75th–90th, national)Lancaster — CAERI 64.9 (Top 10%, national)Lee — CAERI 54.5 (50th–75th, national)Loudoun — CAERI 68.3 (Top 10%, national)Louisa — CAERI 57.8 (75th–90th, national)Lunenburg — CAERI 56.5 (50th–75th, national)Madison — CAERI 60.8 (75th–90th, national)Mathews — CAERI 62.5 (75th–90th, national)Mecklenburg — CAERI 55.1 (50th–75th, national)Middlesex — CAERI 63.7 (Top 10%, national)Montgomery — CAERI 62.3 (75th–90th, national)Nelson — CAERI 67.0 (Top 10%, national)New Kent — CAERI 62.3 (75th–90th, national)Northampton — CAERI 64.3 (Top 10%, national)Northumberland — CAERI 57.5 (75th–90th, national)Nottoway — CAERI 57.5 (75th–90th, national)Orange — CAERI 53.8 (50th–75th, national)Page — CAERI 60.9 (75th–90th, national)Patrick — CAERI 67.6 (Top 10%, national)Pittsylvania — CAERI 47.8 (25th–50th, national)Powhatan — CAERI 66.8 (Top 10%, national)Prince Edward — CAERI 57.4 (75th–90th, national)Prince George — CAERI 60.7 (75th–90th, national)Prince William — CAERI 65.7 (Top 10%, national)Pulaski — CAERI 55.0 (50th–75th, national)Rappahannock — CAERI 69.4 (Top 10%, national)Richmond — CAERI 60.5 (75th–90th, national)Roanoke — CAERI 57.9 (75th–90th, national)Rockbridge — CAERI 61.4 (75th–90th, national)Rockingham — CAERI 57.2 (75th–90th, national)Russell — CAERI 54.7 (50th–75th, national)Scott — CAERI 60.8 (75th–90th, national)Shenandoah — CAERI 47.2 (25th–50th, national)Smyth — CAERI 41.4 (Bottom 25%, national)Southampton — CAERI 57.7 (75th–90th, national)Spotsylvania — CAERI 63.3 (75th–90th, national)Stafford — CAERI 67.5 (Top 10%, national)Surry — CAERI 46.3 (25th–50th, national)Sussex — CAERI 53.0 (50th–75th, national)Tazewell — CAERI 44.4 (25th–50th, national)Warren — CAERI 61.8 (75th–90th, national)Washington — CAERI 57.2 (50th–75th, national)Westmoreland — CAERI 72.8 (Top 10%, national)Wise — CAERI 61.5 (75th–90th, national)Wythe — CAERI 43.4 (25th–50th, national)York — CAERI 68.2 (Top 10%, national)Alexandria — CAERI 72.4 (Top 10%, national)Bristol — CAERI 64.8 (Top 10%, national)Buena Vista — CAERI 57.3 (75th–90th, national)Charlottesville — CAERI 66.7 (Top 10%, national)Chesapeake — CAERI 61.8 (75th–90th, national)Colonial Heights — CAERI 71.9 (Top 10%, national)Covington — CAERI 54.4 (50th–75th, national)Danville — CAERI 49.4 (25th–50th, national)Emporia — CAERI 50.0 (50th–75th, national)Fairfax — CAERI 73.6 (Top 10%, national)Falls Church — CAERI 72.3 (Top 10%, national)Franklin — CAERI 47.3 (25th–50th, national)Fredericksburg — CAERI 68.0 (Top 10%, national)Galax — CAERI 49.7 (25th–50th, national)Hampton — CAERI 63.8 (Top 10%, national)Harrisonburg — CAERI 61.3 (75th–90th, national)Hopewell — CAERI 66.2 (Top 10%, national)Lexington — CAERI 63.9 (Top 10%, national)Lynchburg — CAERI 63.9 (Top 10%, national)Manassas — CAERI 68.0 (Top 10%, national)Manassas Park — CAERI 70.4 (Top 10%, national)Martinsville — CAERI 66.6 (Top 10%, national)Newport News — CAERI 65.0 (Top 10%, national)Norfolk — CAERI 62.1 (75th–90th, national)Norton — CAERI 71.3 (Top 10%, national)Petersburg — CAERI 55.9 (50th–75th, national)Poquoson — CAERI 67.6 (Top 10%, national)Portsmouth — CAERI 59.4 (75th–90th, national)Radford — CAERI 68.4 (Top 10%, national)Richmond — CAERI 62.3 (75th–90th, national)Roanoke — CAERI 55.3 (50th–75th, national)Salem — CAERI 56.4 (50th–75th, national)Staunton — CAERI 56.5 (50th–75th, national)Suffolk — CAERI 64.7 (Top 10%, national)Virginia Beach — CAERI 64.0 (Top 10%, national)Waynesboro — CAERI 56.6 (50th–75th, national)Williamsburg — CAERI 65.9 (Top 10%, national)Winchester — CAERI 66.1 (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 / equivalent CAERINat'l band State rankConfidence
9 Bland 76.0 Top 10% 11Low
11 Craig 75.6 Top 10% 12Low
23 Fairfax 73.6 Top 10% 1High
29 King George 72.9 Top 10% 2Medium
31 Westmoreland 72.8 Top 10% 14Medium
37 Alexandria 72.4 Top 10% 4Medium
38 Falls Church 72.3 Top 10% 3Medium
41 Colonial Heights 71.9 Top 10% 15Medium
49 Norton 71.3 Top 10% 28Low
56 Goochland 70.7 Top 10% 9Medium
63 Manassas Park 70.4 Top 10% 16Medium
68 Essex 70.2 Top 10% 33Medium
81 Rappahannock 69.4 Top 10% 19Low
90 Fauquier 68.9 Top 10% 10Medium
98 Caroline 68.6 Top 10% 25Medium
104 Radford 68.4 Top 10% 23Low
110 Loudoun 68.3 Top 10% 8High
114 York 68.2 Top 10% 17Medium
118 Manassas 68.0 Top 10% 20High
119 Fredericksburg 68.0 Top 10% 5Medium
126 Arlington 67.7 Top 10% 7Medium
129 Poquoson 67.6 Top 10% 24Low
130 Patrick 67.6 Top 10% 48Medium
132 Stafford 67.5 Top 10% 13Medium
136 Fairfax 67.4 Top 10% 6High
149 King and Queen 67.1 Top 10% 44Medium
150 Nelson 67.0 Top 10% 35Medium
159 Powhatan 66.8 Top 10% 26Medium
160 Charlottesville 66.7 Top 10% 18Medium
166 Martinsville 66.6 Top 10% 39Medium
180 Hopewell 66.2 Top 10% 66Medium
184 Winchester 66.1 Top 10% 22High
196 Williamsburg 65.9 Top 10% 27Medium
206 Prince William 65.7 Top 10% 21High
238 Newport News 65.0 Top 10% 42High
241 Lancaster 64.9 Top 10% 31Low
252 Bristol 64.8 Top 10% 47Medium
254 Suffolk 64.7 Top 10% 51Medium
276 Northampton 64.3 Top 10% 49Medium
283 Greene 64.2 Top 10% 38Medium
292 Appomattox 64.1 Top 10% 73Medium
296 Virginia Beach 64.0 Top 10% 29Medium
303 Lexington 63.9 Top 10% 37Low
304 Lynchburg 63.9 Top 10% 40Medium
308 Hampton 63.8 Top 10% 36High
311 Middlesex 63.7 Top 10% 60Medium
313 Highland 63.6 Top 10% 63Low
326 Floyd 63.3 75th–90th 72Medium
330 Spotsylvania 63.3 75th–90th 30High
345 James City 63.1 75th–90th 43Medium
377 Charles City 62.5 75th–90th 75Medium
378 Mathews 62.5 75th–90th 84Low
386 New Kent 62.3 75th–90th 56Low
387 Richmond 62.3 75th–90th 50Medium
389 Montgomery 62.3 75th–90th 45Medium
399 Norfolk 62.1 75th–90th 53High
416 Clarke 61.9 75th–90th 34Low
421 Amelia 61.9 75th–90th 91Medium
422 Fluvanna 61.9 75th–90th 64Medium
430 Warren 61.8 75th–90th 46High
435 Chesapeake 61.8 75th–90th 54Medium
436 Henry 61.7 75th–90th 83Medium
440 Albemarle 61.7 75th–90th 32Medium
454 Wise 61.5 75th–90th 70Medium
464 Rockbridge 61.4 75th–90th 57Medium
471 Harrisonburg 61.3 75th–90th 52High
477 King William 61.2 75th–90th 101Medium
502 Page 60.9 75th–90th 74Medium
509 Scott 60.8 75th–90th 90Low
513 Madison 60.8 75th–90th 61Low
519 Prince George 60.7 75th–90th 77Medium
522 Franklin 60.6 75th–90th 69High
534 Richmond 60.5 75th–90th 71Low
562 Gloucester 60.0 75th–90th 82Medium
612 Portsmouth 59.4 75th–90th 94Medium
621 Frederick 59.3 75th–90th 55Medium
642 Dinwiddie 59.1 75th–90th 103Medium
652 Botetourt 59.0 75th–90th 88Medium
687 Buckingham 58.5 75th–90th 96Medium
689 Henrico 58.5 75th–90th 65Medium
728 Roanoke 57.9 75th–90th 91Medium
734 Louisa 57.8 75th–90th 87Medium
749 Giles 57.7 75th–90th 110Medium
753 Southampton 57.7 75th–90th 120Low
756 Chesterfield 57.6 75th–90th 86Medium
764 Northumberland 57.5 75th–90th 102Medium
769 Nottoway 57.5 75th–90th 106Low
771 Bath 57.4 75th–90th 41Low
773 Prince Edward 57.4 75th–90th 68Medium
782 Buena Vista 57.3 75th–90th 98Low
786 Rockingham 57.2 75th–90th 89Medium
797 Washington 57.2 50th–75th 80Medium
800 Alleghany 57.2 50th–75th 85Medium
815 Isle of Wight 57.0 50th–75th 99Low
835 Culpeper 56.8 50th–75th 58Medium
850 Waynesboro 56.6 50th–75th 97Medium
864 Lunenburg 56.5 50th–75th 95Low
868 Staunton 56.5 50th–75th 108Medium
877 Salem 56.4 50th–75th 78Medium
929 Petersburg 55.9 50th–75th 122Medium
931 Hanover 55.8 50th–75th 67Medium
979 Roanoke 55.3 50th–75th 111High
1000 Mecklenburg 55.1 50th–75th 121Medium
1017 Pulaski 55.0 50th–75th 116Medium
1030 Charlotte 54.9 50th–75th 100Medium
1043 Russell 54.7 50th–75th 62Medium
1068 Lee 54.5 50th–75th 59Medium
1078 Covington 54.4 50th–75th 76Medium
1146 Orange 53.8 50th–75th 112Medium
1217 Sussex 53.0 50th–75th 109Medium
1218 Campbell 53.0 50th–75th 117Medium
1304 Bedford 52.1 50th–75th 124Medium
1418 Greensville 51.2 50th–75th 114Low
1435 Amherst 51.0 50th–75th 119Low
1521 Augusta 50.2 50th–75th 129Medium
1541 Emporia 50.0 50th–75th 81Medium
1581 Galax 49.7 25th–50th 93Medium
1588 Accomack 49.6 25th–50th 79High
1599 Cumberland 49.5 25th–50th 125Medium
1612 Danville 49.4 25th–50th 104High
1637 Buchanan 49.1 25th–50th 105Medium
1696 Halifax 48.5 25th–50th 118Medium
1704 Dickenson 48.5 25th–50th 113Low
1789 Pittsylvania 47.8 25th–50th 127Medium
1832 Franklin 47.3 25th–50th 107Medium
1840 Shenandoah 47.2 25th–50th 123Medium
1944 Surry 46.3 25th–50th 115Low
2157 Tazewell 44.4 25th–50th 126Medium
2262 Wythe 43.4 25th–50th 130Medium
2389 Grayson 42.2 Bottom 25% 128Low
2459 Smyth 41.4 Bottom 25% 131Medium
2778 Brunswick 37.6 Bottom 25% 133Medium
2993 Carroll 33.8 Bottom 25% 132Medium
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