Economy / WORLD

Scotland tests bank data as a labour-market indicator

A Scottish Government feasibility study examined pseudonymised transaction data as a possible supplement to survey-based employment statistics.

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The Scottish Government assessed whether pseudonymised financial transaction data from about 575,000 NatWest customers could add insight to labour-market statistics. The dataset covered all 32 local authorities and represented around 13.3% of Scotland’s adult population.

Smart Data Foundry combined expert-designed rules with unsupervised clustering across 26 transaction-derived features. Labour-market status was inferred rather than directly observed, producing proxy classifications for employment, unemployment and economic inactivity. The government said the method needs further development and validation across groups before the outputs could be used as official statistics. This is not a random population sample; the unemployed-or-benefits-reliant classification also differs from the International Labour Organization definition of unemployment.

Data

Timeline

Scotland tests bank data as a labour-market indicator

Data from about 575,000 NatWest customers was examined in a proof of concept for labour-market indicators.

  1. · Occurred

    Scotland tests bank data as a labour-market indicator

    Data from about 575,000 NatWest customers was examined in a proof of concept for labour-market indicators.

Methodology

The measure does not directly observe employment; it is a proxy classification inferred from customer transaction data and requires further validation.

Updated:

Table

Study sample

Dataset described in the official feasibility report.

NatWest pseudonymised customers575000approximately
Scottish local authorities covered32all
Transaction-derived features26used in model
Methodology

The measure does not directly observe employment; it is a proxy classification inferred from customer transaction data and requires further validation.

Updated:

Table

Population coverage

Approximate share of the population aged 18 and over.

Share of Scottish adult population13.3
Methodology

The measure does not directly observe employment; it is a proxy classification inferred from customer transaction data and requires further validation.

Updated:

Structured coverage

Subjects and places

Subject proposals

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  • United Kingdom · Place role: Coverage · Place type: Country or area · Location precision: Regional
    Evidence
    • Explicit preserved editorial country/region; no city or national centroid inferredwww.gov.scot ↗
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