OICA

OICA is an alternative data provider in the Auto & Vehicle Data category^[2], listed in the open provider register. Its coverage is focused on Global^[2]. It has been operating since 1919^[1].

World motor vehicle production and sales statistics by country and manufacturer from the automotive industry body.^[1]

Overview

OICA sells to institutional buyers — hedge funds, asset managers and quant teams — looking for auto & vehicle data signals with a track record they can backtest. The register lists its delivery channels as Bulk^[2]. Its listings sit in the Free price band^[2].

Most alt-data engagements follow the same arc: a free sample, a historical backtest, a paid pilot and — if the signal survives — an enterprise license. The sections below describe what that process looks like for this kind of data, and what separates a usable product from an expensive story.

The signal

Vehicle-level data covering registrations, sales, production, telematics and vehicle histories across the global car parc. The category tracks what is built, sold, insured, repaired and driven, making it a high-frequency read on consumer durables and industrial supply chains.

New-registration series by model, brand and region publish monthly through national associations; industry bodies compile quarterly world production and sales statistics; commercial databases maintain vehicle-history records linking ownership events, accidents and odometer readings. Connected-vehicle telemetry adds mileage profiles, charging sessions and feature usage, while recall and warranty records expose quality issues.

Registrations arrive monthly with short lag, letting analysts estimate automaker revenue mix and inventory cycles ahead of quarterly reporting. Model-level momentum identifies share winners early, EV adoption curves inform battery and utility demand models, and used-vehicle pricing plus loan-delinquency patterns flag consumer credit stress. Telematics utilization supports insurance pricing and fleet capex forecasting. Buyers rarely use a single alt-data source in isolation: this kind of signal is typically combined with fundamental estimates or other datasets to build a composite edge.

Collection, delivery and evaluation

Registration data originates from licensing authorities and is compiled by associations and specialized information services that harmonize definitions across countries. Providers link records through anonymized vehicle identification numbers to build longitudinal histories, join telemetry through OEM partnerships under consent frameworks, and deliver forecasts calibrated against production schedules and dealer inventories.

According to the register, OICA makes its data available via Bulk^[2]; delivery ergonomics matter, and buyers typically start with an API sample and move to bulk delivery (S3, Snowflake or Parquet) once a signal is validated. Before licensing data from OICA, a fund's data-sourcing team will typically check: history depth and survivorship, point-in-time correctness, coverage (the register lists Global)^[2], entity resolution to tickers or companies, and the compliance story behind collection. A practical sequence: request a free sample with a data dictionary, reconstruct a known historical window, and only then discuss licensing terms.

Monthly registrations reflect ordering and delivery timing more than underlying demand, distorting signals around incentives and year-end pushes. Telematics samples skew toward newer financed vehicles, and cross-country comparisons stumble on tax regimes and company-car structures that shape mix independent of preference.

Who uses it

Automotive equity analysts model sales and margins; commodity and chemical strategists map materials demand; insurers and lenders price policies and loans on vehicle histories; fleet operators optimize replacement cycles. Urban planners use the same data for charging-infrastructure siting.

Questions to ask OICA

How are registration definitions aligned across countries with different first-registration rules? What share of the fleet reports telemetry, and which segments does it omit? How are VIN-level histories deidentified before analytics? What revision policy applies to provisional monthly figures? How are export and gray-import vehicles distinguished?

History and landscape

Vehicle registration statistics date to the earliest motoring clubs and national statistical offices, and a century-old international manufacturers organization standardized comparable production and sales reporting. Digitalization of title and service records created the vehicle-history industry, while connected fleets turned cars themselves into sensors streaming usage data at scale.

Within that lineage, OICA is one of 5 providers listed in the Auto & Vehicle Data category of the register; comparing their coverage, history depth and delivery is the fastest way to map the competitive landscape.

Compliance and legal considerations

Ownership histories contain personal data, so providers must anonymize or obtain consent before analytics use; location traces fall squarely within GDPR-style regimes. Association statistics are typically free for non-commercial use but licensed for redistribution.

Complementary signals

Buyers of this signal typically combine it with these adjacent categories — cross-coverage lowers single-source risk and widens the alpha surface.

Further reading