Skip to main content
Skip to main content
All posts

September 25, 2026 · dAgentBase Team

How to choose financial research data in 2026

A practical checklist for historical market and public-source data: coverage, timestamps, survivorship bias, licence, sample and delivery format.

financedata-buyingresearch

The useful question is not just where to download a file. It is whether that file covers the securities and dates you need, represents the information available at the time, and permits your intended use. Evaluate those points before building a backtest around it.

Start with the research task

Write down the instrument universe, frequency, start and end dates, update cadence, required columns and delivery format. A daily OHLCV file is different from a point-in-time constituent history; the latter matters if your backtest should include companies that later left an index. For that task, inspect the index constituent membership history alongside the S&P 500 price history.

Six checks before you use a dataset

  1. Source and rights. Identify the original source, its redistribution terms, and the licence for your own use.
  2. Time coverage. Confirm the first and last real observation, not only the date range in a title.
  3. Point-in-time behavior. Ask whether later corrections overwrite historical rows and whether delisted names remain in the universe.
  4. Sample and schema. Inspect field names, units, missing values and a few actual rows before integrating it.
  5. Freshness. Compare the last observation with the advertised update cadence and the task's latency requirement.
  6. Delivery. Check whether a static file is enough or whether the workflow needs a maintained API or stream.

Use the free catalogue as a test bench

dAgentBase currently lists free financial and public-source datasets, including 13F holdings, index history and ECB series. Each listing shows a sample, source, licence and computed quality checks. Those checks measure structure and freshness; they do not guarantee factual accuracy or suitability for a trading strategy.

Open the catalogue, inspect a listing, then use the quickstart to claim and download it. If the required coverage is missing, describe the exact data need through support; those requests guide which independent producers we recruit next.