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Ledgerwell MarketsVerified4.3(3) United StatesDemo listing

Consensus earnings estimates and revisions for global equities

Daily consensus EPS, revenue and EBITDA estimates with revision counts, dispersion and earnings surprises for about 18,000 companies, kept point in time since 2008.

from $24,000 / year

Spec sheet

Data product · Listing updated 11 Nov 2026

Coverage
Global

Worldwide, no country restrictions stated.

History
Since 2008
Update frequency
Daily

Consensus recalculated hourly during US and European trading hours

Volume
40M records

About 18,000 companies and 40 million individual estimates

Suitable for

Mid-market, Enterprises

Delivery methods
  • Snowflake share
  • Amazon S3
  • REST API
Formats
  • Parquet
  • CSV
Data source

Contributed forecasts from sell-side brokers and independent research firms, plus reported actuals

Collection method

Secure contributor feed, normalized to fiscal calendars with stale and outlier screening

Overview

Consensus forecasts and the revisions behind them, stored exactly as they stood on each day.

What's included

Mean and median consensus for EPS, revenue, EBITDA, dividends per share and free cash flow across the current and next two fiscal years and the next four quarters. Each consensus row includes the number of contributing estimates, standard deviation, high and low, and 7-day and 30-day counts of upward and downward revisions. Once a company reports, the actual and the surprise versus the final consensus are added. An optional premium file includes individual estimates with anonymized contributor IDs.

How buyers use it

  • Trade estimate-revision and earnings-surprise signals
  • Measure analyst dispersion as a risk and uncertainty factor
  • Prepare earnings season previews and post-mortems
  • Compare company guidance with street expectations

Coverage and methodology

Estimates come from about 210 sell-side brokers and independent research firms that contribute through a secure feed. Each submission is normalized to the company's fiscal calendar, checked for stale values (older than 120 days are excluded from consensus) and screened for outliers. Consensus is recalculated hourly during US and European trading hours and snapshotted at the close each day, so history is point in time. Coverage is about 18,000 companies, densest in the US, Europe and developed Asia-Pacific.

Data dictionary

13 fields as documented by Ledgerwell Markets.

FieldTypeDescriptionExample
ledgerwell_idstringPermanent security ID—
tickerstringTicker on the as-of date—
fiscal_periodstringTarget period, for example FY2027 or Q3-2026—
metricstringEPS, revenue, EBITDA, DPS or FCF—
consensus_meannumberMean of active estimates—
consensus_mediannumberMedian of active estimates—
estimate_countintegerNumber of active estimates—
std_devnumberStandard deviation of active estimates—
revision_up_30dintegerUpward revisions in the past 30 days—
revision_down_30dintegerDownward revisions in the past 30 days—
actualnumberReported value once available—
surprise_pctnumberActual versus final consensus, in percent—
as_of_datedateSnapshot date—

Sample

Real rows from the provider's sample file. Personal data is masked before anything is shown.

sample.csv8 columns · showing 3 of 3 rows
Sample preview: first 3 rows of sample.csv
tickerstringfiscal_periodstringmetricstringconsensus_meanstringestimate_countstringrevision_up_30dstringrevision_down_30dstringas_of_datestring
DEMOFY2027EPS3.4224622026-11-06
EXMPLQ4-2026Revenue184000000017152026-11-06
SMPLFY2027EBITDA2120000009002026-11-06

Pricing

Prices in USD, as published by Ledgerwell Markets

  • Yearly licence

    consensus, revisions and surprises

    from $24,000
  • Yearly licence

    adds individual estimates with anonymized contributors

    from $48,000

Converted amounts use DataStoa display rates and are approximate. Ledgerwell Markets quotes the final price, taxes and terms.

Request detailed pricing

Coverage

Worldwide coverage.

Ledgerwell Markets lists this as global data without a country-by-country breakdown. Ask about depth of coverage in the countries you need.

Time coverage: 2008 to present.

Quality

Provider-reported

AccuracyShare of records the provider has checked as correct.
99%
CompletenessShare of expected records present.
93%

Latency: Consensus recalculated hourly during US and European trading hours

DataStoa has not audited these figures. Ask the provider how they are measured, or test them on a sample.

Licensing and usage rights

The licence is agreed directly between you and Ledgerwell Markets. This summary is provider-reported; the linked terms prevail.

  • Internal analytics
  • Research use

Not listed: use in commercial products, AI / ML model training, AI retrieval and grounding, redistribution allowed, marketing and outreach. Ask Ledgerwell Markets if you need any of these.

About Ledgerwell Markets

Ledgerwell MarketsVerified provider

Point-in-time US equities, fundamentals and estimates for quants

Ledgerwell Markets delivers clean, point-in-time market data for systematic investors: consolidated US equity prices, standardized fundamentals and consensus estimates on one security master. Every dataset keeps as-first-published history, so backtests only see what was known at the time.

Also available on: Snowflake Marketplace, AWS Data Exchange, Databricks Marketplace

Typical reply time
Within 4 hours
Response rate
92%
Certifications
SOC 2, ISO 27001
Privacy compliance
CCPA / CPRAProvider-reported

Reviews

What buyers say about Ledgerwell Markets. Reviews cover the provider, not only this listing.

4.3
4.3

from 3 reviews

Data quality
4.7
Volume and coverage
4.3
Value for money
3.7
Customer service
4.3
  • 3.8 Verified purchaseDemo listing11 Nov 2026

    Solid estimates, steep for a small fund

    Consensus and revision history are clean and the surprise calculations match our own. For a team of three the price of the individual-estimates tier is hard to justify, so we stayed on consensus only. They did offer a shorter first term.

    Data quality
    4/5
    Volume and coverage
    4/5
    Value for money
    3/5
    Customer service
    4/5

    Martin H., Portfolio manager, Boutique asset manager

  • 4.3 Verified purchaseDemo listing11 Nov 2026

    Corporate actions file fixed our end-of-day pipeline

    Splits and dividends arrive with ex-dates a day ahead, so our adjusted prices no longer break on Monday mornings. One-minute bars have occasional gaps on very illiquid names, which is expected but worth knowing.

    Data quality
    5/5
    Volume and coverage
    4/5
    Value for money
    4/5
    Customer service
    4/5

    Grace O., Data engineer, Retail brokerage app

  • 4.8 Verified purchaseDemo listing11 Nov 2026

    Point-in-time fundamentals that really are point in time

    Restatements are kept as separate vintages with the original filing timestamp, so our backtests finally stopped leaking future information. Delisted companies are in the history, which matters for survivorship. Onboarding took two calls and a well-documented schema file.

    Data quality
    5/5
    Volume and coverage
    5/5
    Value for money
    4/5
    Customer service
    5/5

    Daniel K., Quant researcher, Systematic hedge fund

Questions buyers ask