Published analysis

State Computing Workforce Pipeline

California had the largest computing degree and workforce footprint, while state degree-to-opening ratios varied widely.

EduInsightsPublished September 1, 2026 · Public data team
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Where are computing bachelor’s degrees concentrated, and which award period does the comparison use?

California reported 11,310 first-major bachelor’s degrees in computing for awards conferred from July 2022 through June 2023. The analysis keeps that award period separate from the revised 2023–24 IPEDS collection release that contains it. Degree counts describe where colleges reported awards, not where graduates later worked.

Where are software developer, data scientist, and information security analyst jobs concentrated?

California had 339,270 jobs across the three selected careers in May 2025, the largest state total. North Carolina ranked 16th in computing degrees but sixth in selected-career employment, showing why education output and job location should be compared without assuming they measure the same people.

Which states report the strongest long-term growth and the most annual openings?

California had 26,150 projected annual openings across the selected careers. Mississippi had the fastest complete-state projection at 41.5% growth and 420 annual openings. State projection periods and publication coverage are preserved; openings include growth and replacement needs rather than current vacancies.

Do degrees per projected opening identify shortages or surpluses?

No. New Hampshire had 3.43 reported degrees per projected annual opening, while New Mexico had 0.36. The ratio is a descriptive comparison across different populations and periods. It does not account for migration, experienced workers, graduates entering other careers, vacancies, or placement.

What does the combined state education, employment, pay, projections, and AI evidence show?

California has the largest pipeline and workforce footprint

California reported 11,310 computing bachelor’s degrees for the 2022–23 reporting period. It also had 339,270 jobs across the three selected careers in May 2025.

California had 26,150 projected annual openings across those careers for 2024–34.

Mississippi had the fastest complete-state projection, at 41.5% growth from 2024 to 2034. Its projection included 420 annual openings.

Several states show notable differences between education and workforce measures

New Hampshire had 3.43 reported degrees per projected annual opening, the highest observed ratio.

New Mexico had 0.36 reported degrees per projected annual opening, the lowest observed ratio.

North Carolina ranked 16th in computing degrees but 6th in employment across the three careers.

These are descriptive differences, not evidence of shortages or graduate placement. Degrees identify where colleges reported awards, not where graduates worked.

The wage measure is an employment-weighted average of three occupation-specific median wages. It is not a statewide worker median.

Chart colors compare states within each measure. They do not create an overall state ranking. Every downloadable row includes its encoded indicator label.

National AI observations remain separate

The national occupation observations reported AI-use exposure values of 0.486 for Information Security Analysts, 0.461 for Data Scientists, and 0.288 for Software Developers.

These values describe observed Claude use in the source population. They cannot establish state-level AI use, displacement, productivity, or employment effects.

California leads computing degree output and selected-career employment; state comparisons use 2023 degrees, May 2025 jobs and wages, and 2024–34 projections

Heatmap with 51 state or District of Columbia rows and six measure columns. Color shows each state’s percentile within that measure. The measures are computing bachelor’s degrees, employment in three selected careers, an employment-weighted average of occupation median wages, projected growth, projected annual openings, and degrees per projected opening. Every downloadable row includes the encoded indicator label. Colors must not be compared across measures or treated as an overall ranking.

The neutral fill means no observed value.
California leads computing degree output and selected-career employment; state comparisons use 2023 degrees, May 2025 jobs and wages, and 2024–34 projections — chart data
MeasureStatePercentile among the 50 states and DCCoverage state
Projected average annual openingsAlabama48%Observed
Projected average annual openingsAlaska0%Observed
Projected average annual openingsArizona64%Observed
Projected average annual openingsArkansas24%Observed
Projected average annual openingsCalifornia92%Observed
Projected average annual openingsColorado82%Observed
Projected average annual openingsConnecticut44%Observed
Projected average annual openingsDelaware12%Observed
Projected average annual openingsDistrict of Columbia32%Observed
Projected average annual openingsFlorida86%Observed
Projected average annual openingsGeorgia70%Observed
Projected average annual openingsHawaii6%Observed
Projected average annual openingsIdaho30%Observed
Projected average annual openingsIllinois72%Observed
Projected average annual openingsIndiana46%Observed
Projected average annual openingsIowa34%Observed
Projected average annual openingsKansas40%Observed
Projected average annual openingsKentucky24%Observed
Projected average annual openingsLouisiana16%Observed
Projected average annual openingsMaine10%Observed
Projected average annual openingsMaryland66%Observed
Projected average annual openingsMassachusetts78%Observed
Projected average annual openingsMichigan62%Observed
Projected average annual openingsMinnesota58%Observed
Projected average annual openingsMississippi14%Observed
Projected average annual openingsMissouri56%Observed
Projected average annual openingsMontana—No data supplied
Projected average annual openingsNebraska38%Observed
Projected average annual openingsNevada22%Observed
Projected average annual openingsNew Hampshire28%Observed
Projected average annual openingsNew Jersey74%Observed
Projected average annual openingsNew Mexico20%Observed
Projected average annual openingsNew York84%Observed
Projected average annual openingsNorth Carolina80%Observed
Projected average annual openingsNorth Dakota4%Observed
Projected average annual openingsOhio68%Observed
Projected average annual openingsOklahoma36%Observed
Projected average annual openingsOregon52%Observed
Projected average annual openingsPennsylvania76%Observed
Projected average annual openingsRhode Island18%Observed
Projected average annual openingsSouth Carolina42%Observed
Projected average annual openingsSouth Dakota8%Observed
Projected average annual openingsTennessee50%Observed
Projected average annual openingsTexas90%Observed
Projected average annual openingsUtah60%Observed
Projected average annual openingsVermont2%Observed
Projected average annual openingsVirginia88%Observed
Projected average annual openingsWashington—No data supplied
Projected average annual openingsWest Virginia—No data supplied
Projected average annual openingsWisconsin54%Observed
Projected average annual openingsWyoming—No data supplied
Computing bachelor degreesAlabama52%Observed
Computing bachelor degreesAlaska0%Observed
Computing bachelor degreesArizona76%Observed
Computing bachelor degreesArkansas26%Observed
Computing bachelor degreesCalifornia100%Observed
Computing bachelor degreesColorado66%Observed
Computing bachelor degreesConnecticut46%Observed
Computing bachelor degreesDelaware20%Observed
Computing bachelor degreesDistrict of Columbia18%Observed
Computing bachelor degreesFlorida90%Observed
Computing bachelor degreesGeorgia84%Observed
Computing bachelor degreesHawaii4%Observed
Computing bachelor degreesIdaho42%Observed
Computing bachelor degreesIllinois80%Observed
Computing bachelor degreesIndiana72%Observed
Computing bachelor degreesIowa32%Observed
Computing bachelor degreesKansas30%Observed
Computing bachelor degreesKentucky40%Observed
Computing bachelor degreesLouisiana36%Observed
Computing bachelor degreesMaine8%Observed
Computing bachelor degreesMaryland92%Observed
Computing bachelor degreesMassachusetts86%Observed
Computing bachelor degreesMichigan78%Observed
Computing bachelor degreesMinnesota60%Observed
Computing bachelor degreesMississippi14%Observed
Computing bachelor degreesMissouri56%Observed
Computing bachelor degreesMontana10%Observed
Computing bachelor degreesNebraska38%Observed
Computing bachelor degreesNevada22%Observed
Computing bachelor degreesNew Hampshire62%Observed
Computing bachelor degreesNew Jersey74%Observed
Computing bachelor degreesNew Mexico12%Observed
Computing bachelor degreesNew York98%Observed
Computing bachelor degreesNorth Carolina68%Observed
Computing bachelor degreesNorth Dakota6%Observed
Computing bachelor degreesOhio64%Observed
Computing bachelor degreesOklahoma34%Observed
Computing bachelor degreesOregon54%Observed
Computing bachelor degreesPennsylvania88%Observed
Computing bachelor degreesRhode Island28%Observed
Computing bachelor degreesSouth Carolina48%Observed
Computing bachelor degreesSouth Dakota16%Observed
Computing bachelor degreesTennessee50%Observed
Computing bachelor degreesTexas96%Observed
Computing bachelor degreesUtah94%Observed
Computing bachelor degreesVermont24%Observed
Computing bachelor degreesVirginia82%Observed
Computing bachelor degreesWashington70%Observed
Computing bachelor degreesWest Virginia44%Observed
Computing bachelor degreesWisconsin58%Observed
Computing bachelor degreesWyoming2%Observed
Computing bachelor degrees per projected annual openingAlabama32%Observed
Computing bachelor degrees per projected annual openingAlaska70%Observed
Computing bachelor degrees per projected annual openingArizona54%Observed
Computing bachelor degrees per projected annual openingArkansas58%Observed
Computing bachelor degrees per projected annual openingCalifornia6%Observed
Computing bachelor degrees per projected annual openingColorado2%Observed
Computing bachelor degrees per projected annual openingConnecticut22%Observed
Computing bachelor degrees per projected annual openingDelaware76%Observed
Computing bachelor degrees per projected annual openingDistrict of Columbia14%Observed
Computing bachelor degrees per projected annual openingFlorida20%Observed
Computing bachelor degrees per projected annual openingGeorgia60%Observed
Computing bachelor degrees per projected annual openingHawaii42%Observed
Computing bachelor degrees per projected annual openingIdaho74%Observed
Computing bachelor degrees per projected annual openingIllinois48%Observed
Computing bachelor degrees per projected annual openingIndiana86%Observed
Computing bachelor degrees per projected annual openingIowa50%Observed
Computing bachelor degrees per projected annual openingKansas10%Observed
Computing bachelor degrees per projected annual openingKentucky78%Observed
Computing bachelor degrees per projected annual openingLouisiana82%Observed
Computing bachelor degrees per projected annual openingMaine18%Observed
Computing bachelor degrees per projected annual openingMaryland84%Observed
Computing bachelor degrees per projected annual openingMassachusetts62%Observed
Computing bachelor degrees per projected annual openingMichigan64%Observed
Computing bachelor degrees per projected annual openingMinnesota30%Observed
Computing bachelor degrees per projected annual openingMississippi26%Observed
Computing bachelor degrees per projected annual openingMissouri28%Observed
Computing bachelor degrees per projected annual openingMontana—No data supplied
Computing bachelor degrees per projected annual openingNebraska44%Observed
Computing bachelor degrees per projected annual openingNevada38%Observed
Computing bachelor degrees per projected annual openingNew Hampshire92%Observed
Computing bachelor degrees per projected annual openingNew Jersey36%Observed
Computing bachelor degrees per projected annual openingNew Mexico0%Observed
Computing bachelor degrees per projected annual openingNew York66%Observed
Computing bachelor degrees per projected annual openingNorth Carolina12%Observed
Computing bachelor degrees per projected annual openingNorth Dakota56%Observed
Computing bachelor degrees per projected annual openingOhio16%Observed
Computing bachelor degrees per projected annual openingOklahoma52%Observed
Computing bachelor degrees per projected annual openingOregon40%Observed
Computing bachelor degrees per projected annual openingPennsylvania72%Observed
Computing bachelor degrees per projected annual openingRhode Island68%Observed
Computing bachelor degrees per projected annual openingSouth Carolina34%Observed
Computing bachelor degrees per projected annual openingSouth Dakota80%Observed
Computing bachelor degrees per projected annual openingTennessee24%Observed
Computing bachelor degrees per projected annual openingTexas8%Observed
Computing bachelor degrees per projected annual openingUtah88%Observed
Computing bachelor degrees per projected annual openingVermont90%Observed
Computing bachelor degrees per projected annual openingVirginia4%Observed
Computing bachelor degrees per projected annual openingWashington—No data supplied
Computing bachelor degrees per projected annual openingWest Virginia—No data supplied
Computing bachelor degrees per projected annual openingWisconsin46%Observed
Computing bachelor degrees per projected annual openingWyoming—No data supplied
Employment-weighted median annual wageAlabama40%Observed
Employment-weighted median annual wageAlaska—No data supplied
Employment-weighted median annual wageArizona56%Observed
Employment-weighted median annual wageArkansas10%Observed
Employment-weighted median annual wageCalifornia88%Observed
Employment-weighted median annual wageColorado76%Observed
Employment-weighted median annual wageConnecticut68%Observed
Employment-weighted median annual wageDelaware—No data supplied
Employment-weighted median annual wageDistrict of Columbia70%Observed
Employment-weighted median annual wageFlorida60%Observed
Employment-weighted median annual wageGeorgia54%Observed
Employment-weighted median annual wageHawaii42%Observed
Employment-weighted median annual wageIdaho—No data supplied
Employment-weighted median annual wageIllinois58%Observed
Employment-weighted median annual wageIndiana6%Observed
Employment-weighted median annual wageIowa20%Observed
Employment-weighted median annual wageKansas18%Observed
Employment-weighted median annual wageKentucky12%Observed
Employment-weighted median annual wageLouisiana2%Observed
Employment-weighted median annual wageMaine22%Observed
Employment-weighted median annual wageMaryland80%Observed
Employment-weighted median annual wageMassachusetts82%Observed
Employment-weighted median annual wageMichigan38%Observed
Employment-weighted median annual wageMinnesota62%Observed
Employment-weighted median annual wageMississippi0%Observed
Employment-weighted median annual wageMissouri30%Observed
Employment-weighted median annual wageMontana26%Observed
Employment-weighted median annual wageNebraska14%Observed
Employment-weighted median annual wageNevada28%Observed
Employment-weighted median annual wageNew Hampshire74%Observed
Employment-weighted median annual wageNew Jersey78%Observed
Employment-weighted median annual wageNew Mexico50%Observed
Employment-weighted median annual wageNew York84%Observed
Employment-weighted median annual wageNorth Carolina66%Observed
Employment-weighted median annual wageNorth Dakota8%Observed
Employment-weighted median annual wageOhio24%Observed
Employment-weighted median annual wageOklahoma16%Observed
Employment-weighted median annual wageOregon—No data supplied
Employment-weighted median annual wagePennsylvania44%Observed
Employment-weighted median annual wageRhode Island46%Observed
Employment-weighted median annual wageSouth Carolina36%Observed
Employment-weighted median annual wageSouth Dakota4%Observed
Employment-weighted median annual wageTennessee34%Observed
Employment-weighted median annual wageTexas64%Observed
Employment-weighted median annual wageUtah52%Observed
Employment-weighted median annual wageVermont48%Observed
Employment-weighted median annual wageVirginia72%Observed
Employment-weighted median annual wageWashington86%Observed
Employment-weighted median annual wageWest Virginia—No data supplied
Employment-weighted median annual wageWisconsin32%Observed
Employment-weighted median annual wageWyoming—No data supplied
Projected employment growthAlabama42%Observed
Projected employment growthAlaska0%Observed
Projected employment growthArizona72%Observed
Projected employment growthArkansas74%Observed
Projected employment growthCalifornia60%Observed
Projected employment growthColorado90%Observed
Projected employment growthConnecticut32%Observed
Projected employment growthDelaware14%Observed
Projected employment growthDistrict of Columbia4%Observed
Projected employment growthFlorida86%Observed
Projected employment growthGeorgia62%Observed
Projected employment growthHawaii26%Observed
Projected employment growthIdaho78%Observed
Projected employment growthIllinois10%Observed
Projected employment growthIndiana84%Observed
Projected employment growthIowa46%Observed
Projected employment growthKansas28%Observed
Projected employment growthKentucky2%Observed
Projected employment growthLouisiana64%Observed
Projected employment growthMaine54%Observed
Projected employment growthMaryland50%Observed
Projected employment growthMassachusetts18%Observed
Projected employment growthMichigan16%Observed
Projected employment growthMinnesota12%Observed
Projected employment growthMississippi92%Observed
Projected employment growthMissouri52%Observed
Projected employment growthMontana—No data supplied
Projected employment growthNebraska36%Observed
Projected employment growthNevada58%Observed
Projected employment growthNew Hampshire24%Observed
Projected employment growthNew Jersey20%Observed
Projected employment growthNew Mexico82%Observed
Projected employment growthNew York6%Observed
Projected employment growthNorth Carolina44%Observed
Projected employment growthNorth Dakota56%Observed
Projected employment growthOhio22%Observed
Projected employment growthOklahoma48%Observed
Projected employment growthOregon34%Observed
Projected employment growthPennsylvania38%Observed
Projected employment growthRhode Island30%Observed
Projected employment growthSouth Carolina76%Observed
Projected employment growthSouth Dakota66%Observed
Projected employment growthTennessee68%Observed
Projected employment growthTexas88%Observed
Projected employment growthUtah80%Observed
Projected employment growthVermont8%Observed
Projected employment growthVirginia70%Observed
Projected employment growthWashington—No data supplied
Projected employment growthWest Virginia—No data supplied
Projected employment growthWisconsin40%Observed
Projected employment growthWyoming—No data supplied
Employment in three target computing careersAlabama50%Observed
Employment in three target computing careersAlaska0%Observed
Employment in three target computing careersArizona66%Observed
Employment in three target computing careersArkansas28%Observed
Employment in three target computing careersCalifornia96%Observed
Employment in three target computing careersColorado70%Observed
Employment in three target computing careersConnecticut44%Observed
Employment in three target computing careersDelaware16%Observed
Employment in three target computing careersDistrict of Columbia30%Observed
Employment in three target computing careersFlorida86%Observed
Employment in three target computing careersGeorgia78%Observed
Employment in three target computing careersHawaii6%Observed
Employment in three target computing careersIdaho26%Observed
Employment in three target computing careersIllinois80%Observed
Employment in three target computing careersIndiana48%Observed
Employment in three target computing careersIowa38%Observed
Employment in three target computing careersKansas42%Observed
Employment in three target computing careersKentucky36%Observed
Employment in three target computing careersLouisiana18%Observed
Employment in three target computing careersMaine14%Observed
Employment in three target computing careersMaryland64%Observed
Employment in three target computing careersMassachusetts76%Observed
Employment in three target computing careersMichigan68%Observed
Employment in three target computing careersMinnesota62%Observed
Employment in three target computing careersMississippi10%Observed
Employment in three target computing careersMissouri56%Observed
Employment in three target computing careersMontana8%Observed
Employment in three target computing careersNebraska34%Observed
Employment in three target computing careersNevada24%Observed
Employment in three target computing careersNew Hampshire40%Observed
Employment in three target computing careersNew Jersey74%Observed
Employment in three target computing careersNew Mexico22%Observed
Employment in three target computing careersNew York92%Observed
Employment in three target computing careersNorth Carolina84%Observed
Employment in three target computing careersNorth Dakota2%Observed
Employment in three target computing careersOhio72%Observed
Employment in three target computing careersOklahoma32%Observed
Employment in three target computing careersOregon54%Observed
Employment in three target computing careersPennsylvania82%Observed
Employment in three target computing careersRhode Island20%Observed
Employment in three target computing careersSouth Carolina46%Observed
Employment in three target computing careersSouth Dakota12%Observed
Employment in three target computing careersTennessee52%Observed
Employment in three target computing careersTexas94%Observed
Employment in three target computing careersUtah60%Observed
Employment in three target computing careersVermont4%Observed
Employment in three target computing careersVirginia88%Observed
Employment in three target computing careersWashington90%Observed
Employment in three target computing careersWest Virginia—No data supplied
Employment in three target computing careersWisconsin58%Observed
Employment in three target computing careersWyoming—No data supplied
Heatmap with 51 state or District of Columbia rows and six measure columns. Color shows each state’s percentile within that measure. The measures are computing bachelor’s degrees, employment in three selected careers, an employment-weighted average of occupation median wages, projected growth, projected annual openings, and degrees per projected opening. Every downloadable row includes the encoded indicator label. Colors must not be compared across measures or treated as an overall ranking.

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