A Track Record for Every Management Team

Score Management Against What They Said They'd Do

A 40 to 60-name coverage list produces hundreds of forward-looking statements every quarter. Logging each one, linking it to the times management restated it, then re-checking it when its period closes is the part that defaults to "I'll do it next time" and never quite gets done. Guidance Tracking does the logging, the linking, and the re-checking continuously, and presents the result as a comparable record across every name you cover.

The defensibility of that record is what makes it useful. Baik, Farber, and Lee (2011) found that managers who issue frequent and accurate forecasts run firms that outperform peers on both operating and stock performance. Scoring management against their own commitments survives an IC challenge in a way that "their CEO is impressive" does not.

One Commitment, Tracked Across Every Restatement

A management team guides a target in January, reaffirms it in April, narrows the range in July, and reports the actual in October. Those are four statements about one underlying commitment, and reading them as one record is most of the analysis.

Guidance Tracking links restatements into a single record. A commitment is one metric (or one anticipated event) for a given segment, target period, and currency basis, and every restatement is linked back to it, even when management shifts the date. The result reads as "January said 12 to 14%, April reaffirmed, July narrowed to 13%, actual was 13.2%" instead of four disconnected rows. A commitment that was reaffirmed and then met reads very differently from one quietly dropped after a single mention, and linking the restatements is what makes that difference visible.

Official Guidance Matters, but the Edge Is in the Informal Forecasts

Official guidance is carefully managed and widely tracked. Revenue ranges, EPS bands, and the formal outlook are already covered by every major data vendor. The differentiated signal lives in the operational commentary around it: production volumes, user growth, factory openings, customer adoption, milestone timing. Executives speak more freely on operations, and that is where their actual confidence shows up.

Guidance Tracking covers official guidance, but the work nobody else does is the rest: every informal forward-looking statement an executive makes across earnings calls, press releases, investor presentations, interviews, and capital market days, all drawn from the primary content we ingest the moment the document is published. The capture reads the entire document, including the Q&A, and separates items that share a sentence, so two geographies or two products named together become two commitments you can track independently.

Two Statement Types, Both Testable

• Metric-based: quantitative targets for financial or operational measures (revenue, margins, production output, unit economics), at the company level or by segment, product line, or geography.
• Event-based: milestone predictions, externally visible (product launches, factory openings, regulatory approvals) or internal but strategically important (reorganizations, hiring plans, technology rollouts, cost-reduction initiatives).

Each statement is standardized with a clear metric or event, timeframe, scope, and target.

Vague Language, Made Testable

The hard part of this work is translating loose phrasing without losing what management actually said. Guidance Tracking does it with documented assumptions and the original quote attached to each interpretation:

• "low to mid single digits" becomes a 1 to 5% range
• "flat q/q" becomes a tolerance band around the prior period
• "later in the year" becomes a date range with documented assumptions
• "similar to last quarter" becomes a relational test against the prior result

Reviewers can see how each translation was resolved and challenge it if they disagree.

A Score You Can Take to an IC Meeting

When the period arrives, each commitment is resolved against what actually happened. Metric commitments are labeled beat, met, or missed against the reported result, on the basis management guided to, with adjusted vs. as-reported preserved. The check reads the reported financials directly rather than inferring numbers from prose. Event commitments are resolved on a schedule informed by their expected dates and labeled occurred, delayed, pending (the window is still open, so it is not yet a miss), or cancelled, validated against company communications and external reporting, since launches and factory openings are often visible publicly without a formal filing.

Those outcomes roll up into two scores per company, each on a 1 to 5 scale:

• Accuracy: how well realized outcomes matched guidance, weighted by impact and miss magnitude. A small miss on a minor metric barely registers; repeated large misses on headline metrics, or a cancelled flagship event, drive it down.
• Discipline: how consistent and accountable the guidance practice is. Reaffirmed and reconcilable commitments lift it; guidance issued once and dropped, or that can never be checked, pulls it down.

The two are independent. A team can hit its numbers while managing guidance erratically, or reconcile every commitment while frequently missing. A management team that hits 80% of operational forecasts over six quarters reads differently from one that hits 50%, and that difference is the part of management quality that holds up in an IC memo.

How It Shows Up in an Earnings Review

The most useful integration is the simplest one. When a Deep Research Agent produces an earnings review, last quarter's guidance evaluations appear against the current call commentary, scoped to that earnings event. Reading the call against the prior promises, rather than in isolation, is most of the analytical work already done.

The same evaluations are queryable in AI Analyst Chat for ad-hoc questions, and the full restatement history for each commitment is browsable as structured tables on the company Guidance page in the Marvin Labs platform. For the end-to-end management-quality workflow, see the Management Quality Assessment solution.