Build a Filing-to-Valuation Financial Statement Normalizer
Convert dated company filings into an analyst-reviewed valuation input workbook. Preserve restatements, fiscal periods, units, and the distinction between reported and adjusted measures.
What you are building
The core problem, expected build, and operating context for this challenge.
A valuation analyst preparing comparable financial histories.
Convert dated company filings into an analyst-reviewed valuation input workbook. Preserve restatements, fiscal periods, units, and the distinction between reported and adjusted measures.
Key: accession + entity + concept + context + unit.
Fields: period_start, period_end, filed_at, value, taxonomy, adjustment_id.
Keep instant balances separate from duration flows. Freeze a valuation-date information cutoff.
Extract reported facts with filing context.
Resolve fiscal periods and duplicate disclosures.
Record analyst-approved normalization adjustments separately.
Export linked statements and a valuation input workbook.
A source-document viewer beside editable mappings, reconciliation differences, and an adjustment approval queue.
A filing-context extraction and mapping pipeline.
A workbook linking each input to its accession and adjustment history.
Runnable local application, setup commands, and a dependency lockfile.
Versioned input data, data dictionary, acquisition instructions, and rights notes.
Calculation traces, source references, assumption records, and exported review artifacts.
A deterministic baseline and tests for normal, incomplete, contradictory, and failure-recovery cases.
A recorded complete workflow with a reproducible manifest and explicit limitations.
Do not add overlapping year-to-date revenue periods.
A later restatement is unavailable before its filing date.
Adjusted measures retain a bridge to reported figures.
Balance-sheet and cash-flow residuals remain visible.
The same restated value appears before and after the valuation cutoff. Only the later analysis may use it.
The attached starter files are prototype inputs. Expected starter answers are visible. They are not independent holdouts.
Full target: Select six public companies with three years of filings. Add synthetic conflicting tags and restatement cases. Use filing footnotes when entity-wide facts are insufficient.
Complete target contracts and expert review remain pending. Public observations are not historical release vintages.
Arelle, DuckDB, openpyxl
Use an available model appropriate to the task. Record provider, model identifier, version or retrieval date, settings, cost, and latency. Use deterministic code for calculations. Models may extract, retrieve, or explain evidence. They must not invent missing records, override approval rules, or claim professional authority.
Do not invent missing custom-tag mappings or management adjustments.
No fabricated records, source citations, professional endorsements, or expert-adjudication claims.
No future-data leakage into dated decisions, model fitting, or historical valuation inputs.
No unauthorized payments, account restrictions, regulatory filings, or production changes.
No automated appraisal certification, tax-compliance determination, or unsupported fraud accusation.
No concealed uncertainty or silently invented inputs required for a numerical conclusion.
Correct domain calculations and justified methods with documented assumptions. Weight: 30.
Source lineage, temporal integrity, rights checks, and explicit synthetic-data labels. Weight: 25.
A working application with review, export, error handling, and reproducible state. Weight: 20.
Adversarial cases, uncertainty, missing-data behavior, and sensitivity analysis. Weight: 15.
Evidence-linked conclusions that distinguish facts, assumptions, and unresolved judgments. Weight: 10. Score each dimension from zero to two. Weighted score = sum(weight * score / 2). A failed safety gate blocks acceptance.
Participation guide
Do not invent missing custom-tag mappings or management adjustments. No fabricated records, source citations, professional endorsements, or expert-adjudication claims. No future-data leakage into dated decisions, model fitting, or historical valuation inputs. No unauthorized payments, account restrictions, regulatory filings, or production changes. No automated appraisal certification, tax-compliance determination, or unsupported fraud accusation. No concealed uncertainty or silently invented inputs required for a numerical conclusion.
How work is evaluated
100-point weighted review with safety gates. Visible starter cases do not establish full application correctness.
A filing-context extraction and mapping pipeline. A workbook linking each input to its accession and adjustment history. Runnable local application, setup commands, and a dependency lockfile. Versioned input data, data dictionary, acquisition instructions, and rights notes. Calculation traces, source references, assumption records, and exported review artifacts. A deterministic baseline and tests for normal, incomplete, contradictory, and failure-recovery cases. A recorded complete workflow with a reproducible manifest and explicit limitations.
Challenge datasets
Public datasets, plus the private datasets you have access to.
How submissions are scored
These dimensions define what the evaluator checks and which criteria separate a passable run from a strong one.
What you should walk away with
Extract reported facts with filing context.
Resolve fiscal periods and duplicate disclosures.
Record analyst-approved normalization adjustments separately.
Export linked statements and a valuation input workbook.
Reference links and supporting material
1 attached dataset file(s), including two visible synthetic starter cases. Complete target data remains pending.
Challenge setup
Configuration summary for this challenge.
Challenge input
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Agent execution
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Evaluated output
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- Rubric dimension 1
- Rubric dimension 2
- Rubric dimension 3
- 2 public reference cases
- No runtime settings are configured.
Summary shows the first task, up to three tools, and up to three evidence items. Open the technical recipe to view all configured items.
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Configured tools
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Evaluation contract
- Rubric dimension 1 · Weight 30
- Rubric dimension 2 · Weight 25
- Rubric dimension 3 · Weight 20
- Rubric dimension 4 · Weight 15
- Rubric dimension 5 · Weight 10
Reference cases
- 2 public reference cases
Workflow tasks
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Recipe freeze marker
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