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Analytics Data | Quantitative Analytics

StarMine Analyst Revisions Model

Quantitative model data reflecting analyst revision signals for investment research and screening.

Key facts for StarMine Analyst Revisions Model

Coverage metric

Geography:
North America, Asia / Pacific, EMEA, Latin America and the Caribbean
History:
From 1995
Coverage count:
Legal entities - 17600 Public companies
Asset Class
Ordinary Shares, Equities

Delivery metadata

Data Frequency
Continuous
Language
English
Delivery methods:
Excel, Deployed/Onsite Servers, API, Web Service, SFTP, Cloud, Desktop, FTP, Bulk, Snowflake, Website, RSS Feed
Data formats:
PDF, GZIP, XML, JSON, CSV, SQL, Text, Python, HTML, Bitmap, MPEG, User Interface, PCAP
Minimum service frequency
Continuous

Overview of StarMine Analyst Revisions Model

DETECT SENTIMENT SHIFTS EARLY

Predict Analyst Revisions Early

  1. Highlights analyst sentiment shifts before broader consensus changes emerge.
  2. Supports stock selection across sectors and styles.
  3. Enables consistent peer comparisons worldwide.
ANALYST REVISION SIGNALS

Forecast Analyst Revisions

  1. Ranks stocks using earnings, revenue, EBITDA and recommendation revision signals.
  2. Covers 17,600 public companies since 1995.
  3. Supports global equity research and screening.
BUILT ON REVISION ANALYTICS

Analyst-Level Insights

  1. Combines SmartEstimates, estimate revisions and recommendation changes.
  2. Uses dynamic weighting by profitability and coverage.
  3. Ranks securities on a 1-100 percentile scale.

Description of the dataset

· LSEG provides the StarMine Analyst Revisions Model to rank securities based on changes in sell-side analyst sentiment. We analyse revisions to earnings, revenue and EBITDA estimates together with changes in buy, hold and sell recommendations. · Our model incorporates StarMine SmartEstimate inputs to emphasise more accurate earnings expectations. LSEG expresses the output as a percentile ranking from 1 to 100, with higher ranks indicating stronger analyst revision signals. · We design ARM to help investors identify stocks with potential relative price movement driven by analyst estimate and recommendation changes. LSEG supports comparisons across capitalisation groups, investment styles and market sectors through consistent quantitative rankings.

Accessing the dataset

This dataset can be used by the following products. Talk to us to learn more about different packages and offerings.

LDMS - LSEG Data Management Solution

Cloud-hosted data management and repository platform for commodities content. Supports loading and consolidation of LSEG, third-party, and proprietary data and delivers near-streaming and non-streaming datasets such as pricing, reference data, and fundamentals via a unified interface for integration and analysis.