| name | defeatbeta-earnings-preview |
| description | Build pre-earnings analysis with normalized baselines, weighted decision models, company-specific veto gates, scenario frameworks, catalysts, historical reactions, and options-implied moves. Use before a company reports quarterly earnings to prepare positioning notes or bilingual three-page PDF reports. |
DefeatBeta Earnings Preview
Create a decision-ready pre-earnings report. Anchor every threshold to sourced consensus, management guidance, prior-quarter financial statements, and company-specific operating drivers.
1. Establish the Reporting Context
- Confirm the company, ticker, fiscal quarter, reporting date, and expected release timing.
- Gather current consensus estimates and link the source.
- Use DefeatBeta to retrieve the latest available prior-quarter earnings call:
- Call
get_stock_transcript_list first.
- Call
get_stock_transcript with the exact returned quarter and year.
- Extract management guidance, operating targets, risks, and unresolved questions.
- Use DefeatBeta to retrieve the latest reported quarterly statements:
get_stock_quarterly_income_statementget_stock_quarterly_balance_sheetget_stock_quarterly_cash_flow
- Separate three information states:
- Reported: historical facts from statements or filings.
- Guided: explicit management targets or qualitative commitments.
- Estimated: consensus or analyst judgment.
- If any required source is unavailable, disclose the gap. Do not replace prior-quarter guidance with web snippets.
2. Build a Normalized Starting Point
Create a compact baseline bridge before forecasting the next quarter:
| Metric | Prior Reported | Normalization Item | Normalized Baseline | Current Hurdle | Source |
|---|
Review at least:
- Revenue and segment mix
- Gross margin and the company-specific profitability metric
- Operating expenses, including R&D where material
- Operating margin
- Net income attributable to common shareholders
- Diluted EPS
- Operating cash flow
- Working-capital contribution
- Capital expenditures
- Free cash flow
- Diluted share count and the net-income-to-EPS bridge
Identify material one-time or low-repeatability items such as regulatory credits, warranty adjustments, tariffs, restructuring, asset revaluations, foreign exchange, investment marks, tax effects, and unusual working-capital movements.
Reconcile diluted EPS to net income attributable to common shareholders and diluted weighted-average shares. Explain material differences caused by buybacks, share issuance, stock-based compensation, convertible securities, noncontrolling interests, or other capital-structure effects.
Label every normalization as analyst judgment. Never present a normalized figure as a reported fact.
3. Rank the Decision Metrics
Select five to eight company-specific dimensions. Rank them by:
- Earnings materiality
- Probability of surprise
- Expected stock-price sensitivity
Cover the following when material:
- Revenue and segment mix
- Net income, diluted EPS, and earnings quality
- Gross margin and the most relevant unit-economics metric
- Operating expenses and operating margin
- Operating cash flow, working capital, capital expenditures, and free cash flow
- Forward guidance
- Company-specific operating metrics
Present both net income attributable to common shareholders and diluted EPS when available. Select the primary scoring metric based on the reliability of market consensus and the company's historical stock-price sensitivity. Use the other metric to test earnings quality and capital-structure effects. If neither measure is decision-useful, use a more relevant company-specific measure such as operating loss, EBITDA, FFO or AFFO, ROTCE, or free cash flow.
Do not use generic metrics when a better company-specific measure exists.
4. Use a Weighted Decision Model
Assign explicit weights totaling 100%. Use five to eight dimensions. A typical starting range is:
- Profitability and margin quality: 20% to 35%
- Net income, diluted EPS, and earnings quality: 10% to 20%
- Revenue and mix: 10% to 25%
- Operating expenses and capital intensity: 10% to 20%
- Cash conversion: 5% to 15%
- Company-specific operating or commercial milestones: 10% to 25%
- Balance-sheet risk: 0% to 10%
Score each dimension from -2 to +2:
+2: clear Bull outcome+1: modestly positive0: Base or in line-1: modestly negative-2: clear Bear outcome
Calculate:
Weighted Score = sum(weight × dimension score ÷ 2)
The score ranges from -1.0 to +1.0. Use default bands unless company history supports better thresholds:
- Bull: score at or above +0.35 and no veto gate triggered
- Base: score between -0.35 and +0.35 and no veto gate triggered
- Bear: score at or below -0.35, or any Bear veto gate triggered
Show the selected weights and score logic in the report. Revenue, net income, and diluted EPS ranges are reference outcomes, not a requirement that every scenario condition occur together.
Define Company-Specific Veto Gates
Add two to five objective Bear veto gates. A veto gate overrides the weighted score. Adapt the gates to the company and sector.
Examples:
- Profitability falls below a structurally important threshold.
- Forward guidance is materially below consensus.
- A core product launch, capacity ramp, approval, or delivery milestone slips.
- Operating expenses or capital intensity rise without a credible commercialization bridge.
- Liquidity, leverage, credit loss, subscriber churn, or another sector-specific risk breaches a critical level.
- Reported net income or diluted EPS is supported by non-operating or low-repeatability items while operating earnings deteriorate.
Use precise thresholds whenever the evidence supports them. Explain why each threshold matters.
Validate Mixed Signals
Test the model before publishing with at least one mixed case, such as:
- Revenue scores Base.
- Free cash flow scores Bull.
- Profitability scores Bear.
The framework must return one overall scenario and explain whether the weighted score or a veto gate determined it. Eliminate overlapping or ambiguous scenario outcomes.
5. Separate Progress from Monetization
For every major catalyst, classify the evidence:
- Technical progress: prototype, benchmark, approval, or product readiness
- Operating scale: capacity, deployment, production, or service availability
- User adoption: customers, usage, retention, or engagement
- Commercial contribution: pricing, contracted revenue, recognized revenue, margin, or cash flow
State which evidence level has been reached and what must occur next. Do not allow technical progress alone to offset weak economics unless the investment thesis explicitly supports that trade-off.
6. Choose the Deliverable
Concise Note
Use a compact table-first format when the user requests a quick preview or chat response.
Three-Page PDF
Use the completed AMD reports as the canonical visual and quality references:
- Chinese:
assets/amd-fy2026-q2-earnings-preview-zh.pdf
- English:
assets/amd-fy2026-q2-earnings-preview-en.pdf
Preserve their design system, content density, table hierarchy, and three-page A4 format. Use them to calibrate evidence separation, normalization detail, weighted scoring, veto gates, source links, and release-day usability. Treat them only as structure, design, and quality references. Never reuse their company data, ticker, dates, thresholds, consensus, metrics, judgments, or conclusions in another report.
7. Structure the Three-Page PDF
Page 1: Setup and Normalized Baseline
- Title, reporting date, and core view
- Consensus versus management guidance
- Reported, guided, and estimated information
- Prior-quarter reported baseline
- One-time items and normalization bridge
- Known facts versus unresolved uncertainties
Page 2: Decision Framework
- Five to eight ranked metrics with weights
- Weighted score method and scenario bands
- Bull, Base, and Bear reference ranges
- Company-specific Bear veto gates
- Catalysts classified by commercialization maturity
Page 3: Trading and Release Plan
- Historical post-earnings reactions with consistent measurement windows
- Options-implied move and method
- Ten-minute post-release checklist
- Post-release tracking plan
- Linked sources and risk disclosure
8. Build the Trading Setup Carefully
For historical reactions, use the same observation window across quarters whenever possible. Label whether the move is:
- After-hours
- Next open
- Next close
- Two-day close
For the options-implied move, state:
- Observation date and time
- Expiration used
- Calculation method
- Whether the estimate is an overnight move or a move through expiration
Do not compare inconsistent reaction windows without disclosure.
9. Add a Ten-Minute Release Checklist
Organize the checklist by elapsed time:
- 0 to 2 minutes: headline revenue, net income, diluted EPS, guidance, and veto gates
- 2 to 5 minutes: segment mix, margins, operating expenses, and one-time items
- 5 to 8 minutes: operating cash flow, working capital, capital expenditures, and free cash flow
- 8 to 10 minutes: operating milestones, commercialization evidence, weighted score, and final scenario
The checklist must make the report usable during the release rather than only descriptive before it.
10. Cite Sources
Use linked primary or reputable sources. Include:
- DefeatBeta transcript and financial statement data
- Company investor relations materials
- Consensus estimate source
- Historical price-reaction source
- Options-implied move source or calculation method
Use live clickable links in the PDF.
11. Validate Before Delivery
Confirm:
- The PDF contains exactly three A4 pages.
- Both Chinese and English templates remain readable after rendering.
- All external links are clickable.
- Weights total 100%.
- Scenario bands have no gaps or overlaps.
- Veto gates produce one unambiguous final scenario.
- A mixed-signal test resolves to one scenario.
- Reported, guided, estimated, and normalized values are clearly separated.
- Net income attributable to common shareholders, diluted weighted-average shares, and diluted EPS are reconciled.
- The primary earnings scoring metric is selected using reliable consensus and historical stock-price sensitivity.
- Material effects from buybacks, share issuance, stock-based compensation, and other dilution are disclosed.
- Quarterly free cash flow is separated from working-capital quality and multi-year capital intensity.
- Technical milestones are separated from commercial contribution.
- No worked-example company, ticker, dates, or metrics remain in the final report.
Important Notes
- This is an earnings preview, not an earnings update.
- Treat scenario outputs as a decision framework, not a point forecast.
- Use neutral investment-research language.
- Do not fabricate missing values.
- Clearly distinguish sourced facts from analyst judgment.
