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Talent capability evidence
Talent/Capabilities/Data foundations & analytics
Capability evidence view

Data foundations & analytics

The roles, institutions, sectors and technology evidence that make up this workforce signal. Every displayed vacancy links to its official careers source.

Snapshot30 Jul 2026Exact roles contributing to the market signal
Contributing roles1134Evidence-matched live vacancies
Institutions52With at least one supporting vacancy
New in 7 days53047% of 1134 dated roles
Description evidence1134Roles with sufficient official text for deeper analysis
Market footprint
Bank53747% of this signal
Insurer22320% of this signal
Digital bank & fintech27224% of this signal
Insurtech605% of this signal
Asset manager262% of this signal
Hedge fund & alternatives161% of this signal
Workforce shape

Roles behind the signal

Role-family distribution
Data engineering & architecture268 24%
AI/ML engineering193 17%
Risk, compliance & control intelligence151 13%
Domain analytics & decision intelligence121 11%
AI platform & MLOps105 9%
Operations, automation & enablement98 9%
Data science & applied research76 7%
Product, customer & commercial intelligence71 6%
AI product & strategy23 2%
Model risk & responsible AI11 1%
Corporate-function AI & data enablement10 1%
AI operations & enablement6 1%
Quantitative AI & decision science1 0%

Seniority profile

Literal title bands
Lead / principal / manager titles355 31%
Other specialist titles319 28%
Senior titles236 21%
Director / VP / head titles128 11%
Analyst / associate / early-career titles96 8%
Institution contribution

Institutions ranked by the number of vacancies contributing to this capability signal.

52 contributing institutions
01
BarclaysBank · Global bank
12641 new02
StripeDigital bank & fintech · Payments infrastructure
6968 new03
INGBank · Global bank
6415 new04
State StreetBank · Custody & markets
5645 new05
RBCBank · Global bank
4747 new06
Commonwealth BankBank · Retail & commercial bank
4628 new07
The HartfordInsurer · Property & casualty insurer
429 new08
ManulifeInsurer · Life insurer & wealth
3620 new09
Northern TrustBank · Custody & wealth
317 new10
Wells FargoBank · Global bank
3030 new11
TravelersInsurer · Property & casualty insurer
297 new12
PNCBank · Retail & commercial bank
2726 new13
TDBank · Retail & commercial bank
2726 new14
AvivaInsurer · Composite insurer
266 new15
Prudential plcInsurer · Life & health insurer
267 new16
AffirmDigital bank & fintech · Consumer finance
247 new17
AIGInsurer · Commercial insurer
232 new18
ChimeDigital bank & fintech · Digital bank
234 new19
RobinhoodDigital bank & fintech · Digital investing
2317 new20
BlockDigital bank & fintech · Payments & commerce
221 new21
Oscar HealthInsurtech · Digital health insurer
2211 new22
PlaidDigital bank & fintech · Open-banking infrastructure
213 new23
NationwideInsurer · Insurance & financial services
194 new24
Deutsche BankBank · Global bank
188 new25
Morgan StanleyBank · Investment bank & wealth
1811 new26
U.S. BankBank · Retail & commercial bank
1717 new27
BrexDigital bank & fintech · Corporate payments & spend
160 new28
WorldQuantHedge fund & alternatives · Quantitative investment management
164 new29
MonzoDigital bank & fintech · Digital bank
151 new30
AdyenDigital bank & fintech · Payments infrastructure
136 new31
BMOBank · Retail & commercial bank
1312 new32
Sun LifeInsurer · Life insurer & wealth
133 new33
T. Rowe PriceAsset manager · Global asset manager
131 new34
SoFiDigital bank & fintech · Digital financial services
124 new35
CoalitionInsurtech · Cyber insurer
100 new36
LemonadeInsurtech · Digital insurer
102 new37
N26Digital bank & fintech · Digital bank
1010 new38
NubankDigital bank & fintech · Digital bank
100 new39
Prudential FinancialInsurer · Life insurer & asset manager
90 new40
Capital GroupAsset manager · Global investment manager
73 new41
MarshmallowInsurtech · Digital motor insurer
71 new42
RampDigital bank & fintech · Corporate finance automation
70 new43
Kin InsuranceInsurtech · Digital home insurer
61 new44
Lloyds Banking GroupBank · Retail & commercial bank
64 new45
UBSBank · Global bank & wealth
62 new46
Wellington ManagementAsset manager · Global investment manager
61 new47
EthosInsurtech · Digital life insurance
50 new48
SantanderBank · Global bank
54 new49
MercuryDigital bank & fintech · Digital business banking
44 new50
ClearBankDigital bank & fintech · Clearing & embedded banking
10 new51
MarqetaDigital bank & fintech · Card issuing infrastructure
10 new52
ZopaDigital bank & fintech · Digital bank
10 new
Technology and adjacent signals

Technology co-occurrence

Official descriptions

Named tools appearing in the descriptions of roles in this signal.

Python609 roles · 49 institutions
Evidence ↗
SQL570 roles · 51 institutions
Evidence ↗
AWS319 roles · 43 institutions
Evidence ↗
Spark / PySpark224 roles · 35 institutions
Evidence ↗
Azure212 roles · 35 institutions
Evidence ↗
Snowflake187 roles · 34 institutions
Evidence ↗
Databricks156 roles · 26 institutions
Evidence ↗
Tableau136 roles · 35 institutions
Evidence ↗
Power BI134 roles · 25 institutions
Evidence ↗
Google Cloud / Vertex AI130 roles · 30 institutions
Evidence ↗
Airflow103 roles · 31 institutions
Evidence ↗
Kubernetes99 roles · 26 institutions
Evidence ↗
GitHub86 roles · 26 institutions
Evidence ↗
Kafka85 roles · 27 institutions
Evidence ↗

Related capabilities

Role-level overlap

Other capability signals found in the same contributing vacancies.

GenAI, copilots & agents39034% overlapAI platforms & infrastructure28325% overlapFraud, AML & financial crime17816% overlapRisk, governance & responsible AI14613% overlapOperations & process automation1079% overlapDocument & knowledge intelligence797% overlapDeveloper productivity & IT494% overlapCustomer service & personalisation353% overlapMarkets, trading & investment313% overlapActuarial & pricing intelligence141% overlap
Hiring geography
01Pune, Gera Commerzone SEZ56
02Toronto, Ontario25
03TORONTO, Ontario, Canada25
04Bucharest - Dacia One21
05Location not specified21
06Bangalore, India18
07Remote US18
08Bangalore - Manyata Tech Park Road16
Underlying role evidence

These are the exact 1134 vacancies contributing to the “Data foundations & analytics” signal. Search by institution, sector, role family, location or technology.

Every role links to its official job page
1134 of 1134 latest captured vacancies
Wells FargoBank · Global bankYesterday

Lead Analytics Consultant ↗

Hyderabad, India · Enterprise technology & data

Data engineering & architectureData & analyticsDiscovered in descriptionData foundations & analyticsPythonSQL
Lead / principal / manager titles
Wells FargoBank · Global bankYesterday

Principal Engineer - Marketing Technologies ↗

4 Locations · Enterprise technology & data

Product, customer & commercial intelligenceCommercial, sales & distributionDiscovered in descriptionAI platforms & infrastructureData foundations & analyticsPythonSQL
Lead / principal / manager titles
Commonwealth BankBank · Retail & commercial bankToday

Advanced Analytics Manager ↗

Sydney CBD Area · Corporate, commercial, markets & investment banking

Data engineering & architectureData & analyticsData foundations & analyticsGenAI, copilots & agentsPythonSQL
Lead / principal / manager titles
Wells FargoBank · Global bankYesterday

Lead Data Scientist - Branch Banking Analytics ↗

3 Locations · Retail & consumer banking

Data science & applied researchData & analyticsData foundations & analyticsDocument & knowledge intelligencePythonSQL
Lead / principal / manager titles
U.S. BankBank · Retail & commercial bankYesterday

Lead Software Engineer ↗

Chennai, India · Enterprise technology & data

AI platform & MLOpsTechnology & engineeringDiscovered in descriptionGenAI, copilots & agentsAI platforms & infrastructureAWSAzure
Lead / principal / manager titles
TDBank · Retail & commercial bankToday

Data Engineer I (Production Support) ↗

Toronto, Ontario · Enterprise technology & data

Data engineering & architectureTechnology & engineeringData foundations & analyticsPythonSQL
Other specialist titles
How to read this view

This drill-down uses the same evidence-based capability membership as the market headline: explicit matches across vacancy titles and every official job description successfully stored by the daily census. Generic job titles remain eligible when the responsibilities or requirements contain qualifying AI, data, analytics, model-governance or automation evidence. The role list is the complete set contributing to this capability signal at the stated snapshot time. Technology and related-capability counts are co-occurrences within those roles; they do not prove production deployment.

Counts reflect currently advertised demand, not workforce headcount or confirmed investment. A role can contribute to multiple capability signals when its official text contains multiple qualifying use cases.

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