Hiring Guides

Data & AI Salary Guide 2026

What should you pay data and AI professionals in 2026 — and what will it take to hire and keep them? Permanent salary benchmarks and contractor day rates for employers across data engineering, data science, machine learning and the fast-growing generative-AI layer, drawn from market data spanning 385,000+ data and AI professionals.

385k+

Data & AI professionals in market data

11 markets

North America, UK, Europe, APAC benchmarks

64%

Intend to upskill in AI this year

What does the data & AI hiring market look like in 2026?

Data and AI is one of the fastest-moving corners of the technology hiring market. AI has shifted from experimentation to widespread deployment, and that has reshaped who employers need to hire. The strongest teams now span three layers: robust data foundations (data engineers, architects, governance and security), the intelligence layer (data scientists, ML engineers, ML and AI architects, MLOps) and a new generative-AI and responsible-AI layer (prompt engineers, AI ethicists and D&A/AI translators).

Demand is outpacing supply across every one of those layers. Asked what makes their role toughest right now, 58% singled out how relentlessly the field moves — and 64% expect to sit formal AI training or an accreditation over the year ahead. For employers, that means the candidates you want are also the ones investing hardest in staying current, and the market for senior AI leadership and specialist generative-AI skills is especially tight.

58%

name the relentless pace of change as their toughest challenge

64%

intend to sit AI training or an accreditation this year

385k+

data & AI professionals reflected in the market data

3 layers

data foundations, intelligence and generative AI

How much do data & AI professionals earn in 2026?

The benchmark below shows the annual salary levels and contractor rates for employing data and AI professionals. Each region lists permanent base salaries in the local currency, with a typical contractor day-rate range alongside each role (Poland and Singapore salaries are monthly; Japan is annual in yen). Figures show the lower, medium and upper ends of the market and exclude bonuses and incentives.

Use the medium figure as your baseline, and expect regional variation of roughly 10–15% with cost of living. To secure the strongest talent — particularly in the scarce senior AI and generative-AI roles — we advise employers to consider offering 10–15% above these figures. If your offer sits below the lower end of the range, expect longer time-to-hire and higher counteroffer risk.

United States (USD, annual base salary; contractor rates per day)

The US sets the ceiling for data and AI pay in this guide. Median packages run from about $124,000 for a business intelligence specialist to $297,000 for a Chief Data Officer, and the scarcest AI leaders — Chief AI Officers and Heads of AI — sit at $303,000 and $259,000. Senior architects and MLOps engineers routinely bill north of $1,300 a day on contract.

Permanent salaries — United States

RoleLowerMediumUpperContractor rate (day)
Chief Data Officer$253,000$297,000$457,000$2,025 – $3,115
Chief AI Officer$248,000$303,000$396,000$2,065 – $2,700
Head of Data$198,000$231,000$330,000$1,575 – $2,250
Head of AI$209,000$259,000$314,000$1,765 – $2,140
AI Architect$162,000$200,000$242,000$1,450 – $1,585
ML Architect$162,000$195,000$237,000$1,450 – $1,585
Data Architect$165,000$194,000$229,000$1,275 – $1,410
Machine Learning Engineer$140,000$174,000$209,000$1,275 – $1,410
MLOps Engineer$135,000$171,000$204,000$1,190 – $1,320
Data Engineer$143,000$167,000$201,000$1,100 – $1,230
Data Scientist$130,000$165,000$207,000$1,055 – $1,145
AI Engineer$138,000$165,000$204,000$1,275 – $1,410
Prompt Engineer$132,000$162,000$195,000$1,275 – $1,410
Data Security$127,000$157,000$187,000$1,190 – $1,320
AI Governance & Ethics Specialist$113,000$143,000$176,000$1,055 – $1,145
D&A / AI Translator$116,000$143,000$171,000$1,055 – $1,145
Data Governance$110,000$140,000$171,000$1,055 – $1,145
Data Analyst$109,000$133,000$163,000$705 – $790
Business Intelligence$102,000$124,000$146,000$835 – $970

United Kingdom (GBP, annual base salary; contractor rates per day)

Across the UK, medians move from roughly £61,000 for a data analyst up to £204,000 for a Chief AI Officer, with AI and ML architects the priciest engineering hires at £138,000 and £127,000. Experienced generative-AI and leadership contractors clear £1,500 a day, while data-foundation specialists such as engineers and BI developers land in the £540–£860 band.

Permanent salaries — United Kingdom

RoleLowerMediumUpperContractor rate (day)
Chief AI Officer£160,000£204,000£259,000£1,540 – £1,760
Chief Data Officer£154,000£176,000£220,000£1,320 – £1,540
Head of AI£127,000£160,000£198,000£1,320 – £1,540
Head of Data£121,000£138,000£154,000£1,100 – £1,320
AI Architect£107,000£138,000£171,000£1,075 – £1,265
ML Architect£102,000£127,000£157,000£980 – £1,135
AI Engineer£83,000£105,000£132,000£815 – £970
Machine Learning Engineer£77,000£99,000£127,000£760 – £915
MLOps Engineer£77,000£99,000£121,000£730 – £880
Prompt Engineer£80,000£99,000£127,000£760 – £915
Data Security£72,000£91,000£116,000£675 – £825
Data Governance£66,000£85,000£107,000£610 – £750
Data Scientist£66,000£83,000£93,000£665 – £805
D&A / AI Translator£63,000£83,000£105,000£610 – £750
Data Engineer£64,000£78,000£96,000£705 – £860
Data Architect£80,000£100,000£113,000£870 – £1,025
AI Ethicist£74,000£94,000£118,000£705 – £860
Business Intelligence£51,000£66,000£83,000£540 – £660
Data Analyst£47,000£61,000£79,000£475 – £585

Europe (local currency; salaries annual unless noted, contractor rates per day)

Continental Europe spans a wide band. Germany and France anchor the upper end — German AI architects median about €121,000 and French Chief AI Officers €154,000 — while Spain sits noticeably lower, with data scientists near €57,000. Poland is quoted as gross monthly pay, where a Chief AI Officer medians around 58,000 złoty a month. Each market below lists its own permanent salaries and day rates.

Germany (€) — permanent salaries, annual

RoleLowerMediumUpperContractor rate (day)
Chief AI Officer132,000176,000220,000€1,200 – €1,500
Head of AI116,000149,000187,000€1,015 – €1,275
AI Architect99,000121,000143,000€1,450 – €1,585
ML Architect94,000110,000132,000€1,320 – €1,410
Head of Data88,00099,000116,000€675 – €790
AI Ethicist / Governance Specialist77,00096,000121,000€1,055 – €1,145
MLOps Engineer77,00098,000124,000€1,165 – €1,230
Data Architect77,00094,000110,000€1,100 – €1,320
D&A / AI Translator74,00094,000116,000€1,055 – €1,145
Prompt Engineer74,00094,000118,000€1,080 – €1,145
Data Scientist66,00088,00099,000€990 – €1,145
Data Security66,00088,000110,000€1,055 – €1,145
AI Engineer66,00083,00099,000€1,035 – €1,230
Machine Learning Engineer66,00083,00099,000€1,055 – €1,145
Business Intelligence66,00083,00099,000€970 – €1,055
Data Governance66,00083,00099,000€1,230 – €1,320
Data Engineer61,00083,00094,000€1,035 – €1,230
Data Analyst61,00077,00094,000€525 – €640

France (€) — permanent salaries, annual

RoleLowerMediumUpperContractor rate (day)
Chief AI Officer121,000154,000198,000€1,050 – €1,350
Chief Data Officer99,000121,000138,000€825 – €940
Head of AI94,000116,000149,000€790 – €1,015
AI Architect74,00096,000127,000€1,090 – €1,175
ML Architect72,00091,000116,000€1,005 – €1,090
Data Scientist72,00081,00089,000€830 – €1,000
Data Architect66,00088,000110,000€910 – €1,045
MLOps Engineer63,00080,000102,000€885 – €1,000
Data Security66,00083,00099,000€840 – €990
AI Engineer61,00081,000103,000€885 – €1,000
D&A / AI Translator61,00081,000103,000€720 – €825
AI Ethicist61,00081,000103,000€705 – €825
Machine Learning Engineer61,00077,00099,000€870 – €1,000
Data Governance55,00077,00099,000€775 – €935
Data Engineer59,00072,00085,000€750 – €880
Prompt Engineer50,00072,00088,000€680 – €825
Data Analyst53,00066,00081,000€615 – €770
Business Intelligence47,00061,00077,000€655 – €770

Spain (€) — permanent salaries, annual

RoleLowerMediumUpperContractor rate (day)
Chief AI Officer110,000154,000220,000€1,050 – €1,500
Head of AI88,000138,000165,000€940 – €1,125
Chief Data Officer99,000127,000154,000€865 – €1,050
AI Architect72,00099,000121,000€675 – €825
ML Architect66,00094,000110,000€640 – €750
Head of Data72,00088,000105,000€600 – €715
AI Engineer55,00083,000105,000€565 – €715
Machine Learning Engineer53,00077,00099,000€525 – €675
MLOps Engineer55,00077,00099,000€525 – €675
AI Ethicist50,00066,00088,000€450 – €600
Data Security44,00061,00083,000€415 – €565
Prompt Engineer44,00061,00083,000€415 – €565
Data Architect64,00077,00080,000€525 – €550
Data Engineer52,00058,00064,000€400 – €435
Data Scientist45,00057,00063,000€390 – €430
Data Analyst36,00057,00066,000€390 – €450
Data Governance42,00055,00077,000€375 – €525
D&A / AI Translator39,00053,00072,000€360 – €490
Business Intelligence36,00049,00084,000€330 – €575

Poland (zł) — permanent salaries, monthly

RoleLowerMediumUpperContractor rate (day)
Chief AI Officer39,00058,00083,000zł4,725 – zł6,750
Chief Data Officer39,00058,00083,000zł4,725 – zł6,750
Head of AI30,00041,00058,000zł3,375 – zł4,725
Head of Data30,00041,00058,000zł3,375 – zł4,725
AI Architect29,00033,00042,000zł2,700 – zł3,420
ML Architect26,00032,00040,000zł2,655 – zł3,285
Data Architect26,00031,00040,000zł2,520 – zł3,240
Data Engineer22,00026,00033,000zł2,160 – zł2,700
AI Engineer22,00026,00033,000zł2,160 – zł2,700
MLOps Engineer20,00025,00030,000zł2,070 – zł2,475
Machine Learning Engineer17,00025,00030,000zł2,070 – zł2,455
Data Scientist18,00024,00030,000zł1,980 – zł2,430
Prompt Engineer17,00019,00026,000zł1,530 – zł2,160
Data Security13,00019,00028,000zł1,530 – zł2,295
Data Governance13,00018,00025,000zł1,440 – zł2,025
AI Ethicist13,00017,00025,000zł1,350 – zł2,070
Business Intelligence11,00015,00021,000zł1,260 – zł1,755
D&A / AI Translator11,00015,00022,000zł1,260 – zł1,800
Data Analyst10,00014,00022,000zł1,150 – zł1,800

Australia (AUD, annual base salary excluding superannuation; contractor rates per day)

Australian salaries read high in local terms and exclude superannuation. Medians range from A$77,000 for a D&A/AI translator up to A$330,000 for a Chief AI Officer, with data and AI architects both at A$209,000–A$220,000. Contract day rates for senior leaders and architects sit between roughly A$1,375 and A$1,980.

Permanent salaries — Australia

RoleLowerMediumUpperContractor rate (day)
Chief AI OfficerA$264,000A$330,000A$396,000A$1,650 – A$1,815
Chief Data OfficerA$264,000A$325,000A$385,000A$1,760 – A$1,980
Head of AIA$209,000A$253,000A$303,000A$1,515 – A$1,650
Head of DataA$198,000A$242,000A$275,000A$1,650 – A$1,815
AI ArchitectA$198,000A$220,000A$253,000A$1,375 – A$1,540
ML ArchitectA$176,000A$209,000A$242,000A$1,265 – A$1,430
Data ArchitectA$187,000A$209,000A$242,000A$1,130 – A$1,320
Machine Learning EngineerA$143,000A$171,000A$198,000A$1,185 – A$1,375
MLOps EngineerA$143,000A$171,000A$198,000A$1,210 – A$1,430
AI EngineerA$143,000A$165,000A$220,000A$1,210 – A$1,375
Data SecurityA$143,000A$165,000A$187,000A$1,075 – A$1,320
Data EngineerA$121,000A$154,000A$198,000A$1,130 – A$1,320
Data ScientistA$99,000A$154,000A$198,000A$1,050 – A$1,350
Data GovernanceA$127,000A$154,000A$198,000A$1,130 – A$1,320
Business IntelligenceA$99,000A$132,000A$154,000A$935 – A$1,100
AI EthicistA$110,000A$132,000A$154,000A$965 – A$1,100
Data AnalystA$107,000A$129,000A$151,000A$880 – A$1,030
Prompt EngineerA$77,000A$99,000A$121,000A$825 – A$880
D&A / AI TranslatorA$66,000A$77,000A$88,000A$770 – A$825

New Zealand (NZD, annual base salary excluding KiwiSaver; contractor rates per day)

New Zealand salaries exclude KiwiSaver and read a shade below Australia at the top end. Medians run from about NZ$77,000 for a D&A/AI translator up to NZ$308,000 for a Chief AI Officer, with data and AI architects near NZ$198,000–NZ$209,000. Contract day rates for senior leaders and architects sit between roughly NZ$1,350 and NZ$2,475.

Permanent salaries — New Zealand

RoleLowerMediumUpperContractor rate (day)
Chief AI OfficerNZ$259,000NZ$308,000NZ$363,000NZ$2,100 – NZ$2,475
Chief Data OfficerNZ$253,000NZ$303,000NZ$363,000NZ$2,065 – NZ$2,475
Head of AINZ$198,000NZ$237,000NZ$286,000NZ$1,615 – NZ$1,950
Head of DataNZ$187,000NZ$226,000NZ$259,000NZ$1,540 – NZ$1,765
AI ArchitectNZ$187,000NZ$209,000NZ$242,000NZ$1,425 – NZ$1,650
ML ArchitectNZ$165,000NZ$198,000NZ$231,000NZ$1,350 – NZ$1,575
Data ArchitectNZ$176,000NZ$198,000NZ$231,000NZ$1,350 – NZ$1,575
Machine Learning EngineerNZ$143,000NZ$171,000NZ$198,000NZ$1,165 – NZ$1,350
MLOps EngineerNZ$143,000NZ$171,000NZ$198,000NZ$1,165 – NZ$1,350
AI EngineerNZ$143,000NZ$165,000NZ$209,000NZ$1,125 – NZ$1,425
Data SecurityNZ$138,000NZ$160,000NZ$187,000NZ$1,090 – NZ$1,275
Data EngineerNZ$121,000NZ$154,000NZ$193,000NZ$1,050 – NZ$1,315
Data ScientistNZ$99,000NZ$154,000NZ$193,000NZ$1,050 – NZ$1,315
Data GovernanceNZ$127,000NZ$154,000NZ$187,000NZ$1,050 – NZ$1,275
Business IntelligenceNZ$99,000NZ$132,000NZ$154,000NZ$900 – NZ$1,050
AI EthicistNZ$110,000NZ$132,000NZ$154,000NZ$900 – NZ$1,050
Data AnalystNZ$105,000NZ$127,000NZ$149,000NZ$865 – NZ$1,015
Prompt EngineerNZ$77,000NZ$99,000NZ$121,000NZ$675 – NZ$825
D&A / AI TranslatorNZ$66,000NZ$77,000NZ$88,000NZ$525 – NZ$600

Canada (CAD, annual base salary; contractor rates per day)

Canadian pay tracks below the US but ahead of most of Europe. Medians run from around C$105,000 for a business intelligence specialist to C$258,000 for a Chief AI Officer, with data and AI architects near C$165,000–C$170,000. Senior contract rates stretch from roughly C$1,100 up to C$2,645 a day for the most in-demand data leaders.

Permanent salaries — Canada

RoleLowerMediumUpperContractor rate (day)
Chief Data OfficerC$215,000C$252,000C$388,000C$1,720 – C$2,645
Chief AI OfficerC$211,000C$258,000C$337,000C$1,760 – C$2,300
Head of DataC$168,000C$196,000C$281,000C$1,335 – C$1,915
Head of AIC$178,000C$220,000C$267,000C$1,500 – C$1,820
AI ArchitectC$138,000C$170,000C$206,000C$1,160 – C$1,405
ML ArchitectC$138,000C$166,000C$201,000C$1,130 – C$1,370
Data ArchitectC$140,000C$165,000C$195,000C$1,125 – C$1,330
Machine Learning EngineerC$119,000C$148,000C$178,000C$1,010 – C$1,215
MLOps EngineerC$115,000C$145,000C$173,000C$990 – C$1,180
Data EngineerC$122,000C$142,000C$171,000C$970 – C$1,165
Data ScientistC$111,000C$140,000C$176,000C$955 – C$1,200
AI EngineerC$117,000C$140,000C$173,000C$955 – C$1,180
Prompt EngineerC$112,000C$138,000C$166,000C$940 – C$1,130
Data SecurityC$108,000C$133,000C$159,000C$905 – C$1,085
AI Governance & Ethics SpecialistC$96,000C$122,000C$150,000C$830 – C$1,025
D&A / AI TranslatorC$99,000C$122,000C$145,000C$830 – C$990
Data GovernanceC$94,000C$119,000C$145,000C$810 – C$990
Data AnalystC$93,000C$113,000C$139,000C$770 – C$950
Business IntelligenceC$87,000C$105,000C$124,000C$715 – C$845

Singapore (SGD, monthly base salary; contractor rates per day)

Singapore is quoted as gross monthly base pay. Medians move from about S$9,000 a month for a business intelligence specialist to S$25,000 for a Chief AI Officer, with data and AI architects around S$12,000–S$14,000. The daily contract figures below are derived from those monthly benchmarks.

Permanent salaries — Singapore (monthly)

RoleLowerMediumUpperContractor rate (day)
Chief AI OfficerS$19,000S$25,000S$32,000S$2,050 – S$2,655
Chief Data OfficerS$19,000S$24,000S$30,000S$2,005 – S$2,475
Head of DataS$17,000S$22,000S$32,000S$1,800 – S$2,590
Head of AIS$14,000S$20,000S$27,000S$1,645 – S$2,205
AI ArchitectS$11,000S$14,000S$17,000S$1,150 – S$1,420
Data ScientistS$10,000S$14,000S$17,000S$1,125 – S$1,350
ML ArchitectS$10,000S$13,000S$16,000S$1,080 – S$1,330
Data ArchitectS$10,000S$12,000S$15,000S$990 – S$1,215
AI EngineerS$9,000S$12,000S$15,000S$970 – S$1,215
Machine Learning EngineerS$9,000S$12,000S$15,000S$945 – S$1,195
MLOps EngineerS$9,000S$11,000S$14,000S$925 – S$1,150
Data EngineerS$8,000S$11,000S$13,000S$880 – S$1,080
Data AnalystS$7,000S$10,000S$13,000S$855 – S$1,105
Data SecurityS$8,000S$10,000S$14,000S$855 – S$1,170
Data GovernanceS$8,000S$10,000S$13,000S$810 – S$1,080
D&A / AI TranslatorS$7,000S$10,000S$13,000S$810 – S$1,035
Prompt EngineerS$7,000S$10,000S$12,000S$790 – S$1,015
AI EthicistS$7,000S$10,000S$12,000S$790 – S$1,015
Business IntelligenceS$7,000S$9,000S$12,000S$720 – S$970

Japan (JPY (¥), annual base salary; contractor rates per day)

Japanese salaries are annual figures in yen. Medians run from about ¥9,050,000 for an AI ethicist up to ¥28,960,000 for a Chief AI Officer, with data scientists and data architects near ¥15,590,000. Contract benchmarks below are expressed as daily rates converted from those annual packages.

Permanent salaries — Japan (annual)

RoleLowerMediumUpperContractor rate (day)
Chief AI Officer¥19,800,000¥28,960,000¥39,240,000¥197,000 – ¥268,000
Head of AI¥14,660,000¥24,940,000¥28,600,000¥170,000 – ¥195,000
Chief Data Officer¥18,340,000¥24,560,000¥38,500,000¥167,000 – ¥263,000
Head of Data¥13,560,000¥18,340,000¥28,240,000¥125,000 – ¥193,000
AI Engineer¥8,910,000¥16,500,000¥19,060,000¥113,000 – ¥130,000
ML Architect¥8,610,000¥16,310,000¥17,790,000¥111,000 – ¥121,000
Data Architect¥8,990,000¥15,590,000¥20,710,000¥106,000 – ¥141,000
Data Scientist¥7,890,000¥15,590,000¥20,900,000¥106,000 – ¥143,000
Data Governance¥8,910,000¥15,590,000¥20,160,000¥106,000 – ¥137,000
Business Intelligence¥6,600,000¥14,850,000¥18,150,000¥101,000 – ¥124,000
AI Architect¥8,610,000¥14,490,000¥18,510,000¥99,000 – ¥126,000
MLOps Engineer¥8,140,000¥13,780,000¥18,700,000¥94,000 – ¥128,000
Data Security¥9,540,000¥13,390,000¥19,800,000¥91,000 – ¥135,000
Data Engineer¥6,410,000¥13,280,000¥19,800,000¥91,000 – ¥135,000
Prompt Engineer¥8,060,000¥13,200,000¥15,950,000¥90,000 – ¥109,000
Machine Learning Engineer¥7,340,000¥11,740,000¥20,350,000¥80,000 – ¥139,000
Data Analyst¥4,950,000¥10,200,000¥16,500,000¥70,000 – ¥113,000
AI Ethicist¥6,790,000¥9,050,000¥11,470,000¥62,000 – ¥78,000
D&A / AI Translator (AI Evangelist)¥6,680,000¥9,100,000¥12,290,000¥62,000 – ¥84,000

Need a benchmark for a role, seniority or market not shown here — including the Middle East, India or the Nordics? Ask us for a bespoke benchmark — it's free.

What does it take to attract and keep data & AI talent?

Competitive pay is the price of entry, but it is not the whole story. Data and AI professionals are unusually motivated by growth: nearly two-thirds (64%) intend to complete AI training or an accreditation over the year ahead, so employers who fund learning, provide access to modern tooling and offer genuinely interesting problems have a real retention edge over those competing on salary alone.

That speed of change works in both directions. Because 58% name simply staying abreast of it as their number-one difficulty, access to cutting-edge projects, clear progression into AI leadership, and a culture of continuous learning are so persuasive. As AI moves into production, the human-in-the-loop roles that validate outputs and the governance roles that keep deployment responsible are becoming permanent fixtures, not temporary hires.

Ethical and governance capability is now a hiring priority in its own right. With legislation such as the EU AI Act in force, AI Ethicists and AI Governance specialists are in growing demand, particularly in regulated industries — treat this capability as a structural part of your team, not an afterthought.

64%

intend to complete AI training this year

58%

find the pace of the field their toughest challenge

EU AI Act

driving demand for governance & ethics roles

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