Earnings Analyst Questions
Identify and analyze the key themes, concerns, and questions raised by analysts during earnings calls, with specific analyst attribution and topic categorization.
Prerequisites
Ensure Octagon Claude plugin is configured. See references/mcp-setup.md for installation instructions.
Workflow
Step 1: Extract Analyst Questions
Use the Octagon Claude plugin to identify analyst questions and concerns:
Identify key themes and concerns raised by analysts during <TICKER>'s latest earnings call.
Step 2: Targeted Question Analysis
Focus on specific aspects of analyst questions:
# All Analyst Concerns
What concerns did analysts raise in <TICKER>'s latest earnings call?
# Specific Topic
What questions did analysts ask about AI in <TICKER>'s earnings call?
# Analyst Coverage
Which analysts participated in <TICKER>'s earnings call Q&A?
# Most Frequent Topics
What were the most frequently asked topics in <TICKER>'s earnings call?
# Unanswered Questions
Were there questions that management avoided or didn't fully answer in <TICKER>'s call?
Expected Output
The skill returns structured analyst question analysis including:
| Component |
Description |
| Key Themes |
Major topics raised by analysts |
| Analyst Attribution |
Which analyst asked which question |
| Concern Categories |
Grouped by topic area |
| Management Response |
How questions were addressed |
| Follow-up Questions |
AI-generated questions for deeper research |
| Source Citations |
Transcript page references |
Example Query
Identify key themes and concerns raised by analysts during TSLA's latest earnings call.
Example Response
Analysts highlighted several critical topics during Tesla's latest earnings call, as documented in the TSLA_Q22025 transcript:
Key Analyst Questions
Robotaxi Business Funding – Analysts questioned how Tesla plans to finance the costs of scaling its robotaxi initiative, specifically whether it will rely on auto business cash flows or alternative funding sources [Dan Meir Levy]
Full Self-Driving (FSD) Revenue Potential – Interest focused on trends and monetization strategies for FSD subscriptions [Mark Trevor Delaney]
Megapack Sales Impact – The elimination of tax credits for solar projects raised concerns about its effect on Tesla's Megapack sales pipeline
Incentive Loss and Autonomy Challenges – Analysts warned of potential rough quarters due to the loss of U.S. incentives and the early-stage risks of autonomy development [Elon Musk]
Lower-Cost Model Details – Requests for more information on production timelines and cost-saving strategies for Tesla's upcoming lower-cost vehicle [Lars Moravy]
Follow-up Questions
- What specific funding mechanisms has Tesla outlined for the robotaxi business?
- How does Tesla plan to mitigate risks from the loss of U.S. tax incentives?
- What are the projected timelines for the lower-cost model's production launch?
Source: TSLA_Q22025, Page: 5
Analyst Question Categories
Financial Topics
| Category |
Example Questions |
| Revenue |
Segment growth, pricing, demand |
| Margins |
Cost structure, pricing power |
| Guidance |
Outlook clarification, assumptions |
| Capital |
Allocation, returns, leverage |
Strategic Topics
| Category |
Example Questions |
| Growth Initiatives |
New products, markets, investments |
| Competitive |
Market share, differentiation |
| M&A |
Deal pipeline, integration |
| Technology |
R&D, innovation, roadmap |
Operational Topics
| Category |
Example Questions |
| Execution |
Production, capacity, efficiency |
| Supply Chain |
Sourcing, costs, risks |
| Workforce |
Hiring, retention, costs |
| Geographic |
Regional performance, expansion |
Risk Topics
| Category |
Example Questions |
| Regulatory |
Policy changes, compliance |
| Macro |
Economic sensitivity, cycles |
| Competitive |
Market threats, disruption |
| Execution |
Delivery, timeline risks |
Analyst Attribution
Understanding Analyst Context
| Analyst Type |
Typical Focus |
| Sell-side (Bulge Bracket) |
Broad coverage, key themes |
| Sell-side (Boutique) |
Sector expertise, detailed |
| Buy-side |
Specific thesis questions |
| Independent |
Alternative perspectives |
Notable Analyst Patterns
| Pattern |
Interpretation |
| Same analyst, same topic |
Persistent concern |
| Multiple analysts, same topic |
Widespread concern |
| New topic raised |
Emerging issue |
| Detailed follow-up |
Dissatisfied with response |
Question Intensity Analysis
Measuring Topic Importance
| Metric |
Interpretation |
| Number of questions |
Topic priority |
| Number of follow-ups |
Incomplete answers |
| Analyst seniority |
Credibility weight |
| Time spent |
Management engagement |
Heat Map Framework
| Topic |
Questions |
Follow-ups |
Intensity |
| FSD Revenue |
3 |
2 |
High |
| Margins |
2 |
1 |
Medium |
| CapEx |
1 |
0 |
Low |
Concern Classification
Severity Assessment
| Severity |
Indicators |
| Critical |
Multiple analysts, pushback, unresolved |
| High |
Several questions, detailed probing |
| Medium |
Standard questions, adequate response |
| Low |
Single mention, brief discussion |
Resolution Status
| Status |
Description |
| Resolved |
Clear, specific answer provided |
| Partially Resolved |
Some detail, gaps remain |
| Deflected |
Redirected, not directly answered |
| Unresolved |
Avoided, promised future update |
Tracking Questions Over Time
Quarter-over-Quarter Analysis
| Topic |
Q1 |
Q2 |
Q3 |
Q4 |
Trend |
| FSD |
1 |
2 |
3 |
4 |
Rising |
| Margins |
3 |
2 |
2 |
1 |
Declining |
| China |
2 |
3 |
2 |
2 |
Stable |
New vs. Recurring Topics
| Type |
What It Means |
| New topic |
Emerging concern or opportunity |
| Recurring topic |
Persistent issue |
| Dropped topic |
Resolved or no longer relevant |
| Intensifying |
Growing importance |
Use Cases
- Sentiment Analysis: Gauge Street concerns and focus areas
- Risk Discovery: Identify issues analysts are probing
- Thesis Validation: Check if your concerns are shared
- Peer Comparison: Compare question themes across competitors
- Management Assessment: Evaluate response quality
- Pre-Earnings Prep: Anticipate likely questions
Combining with Other Skills
| Skill |
Combined Analysis |
| earnings-qa-analysis |
Questions + management responses |
| earnings-call-analysis |
Full context + analyst focus |
| price-target-consensus |
Analyst concerns vs. targets |
| stock-grades |
Questions aligned with ratings |
| stock-price-change |
Question impact on price |
Analysis Tips
Track Analyst Names: Note who asks what repeatedly
Count Question Frequency: More questions = higher priority
Watch for Pushback: Analysts pressing = important issue
Note Unanswered Questions: What's management avoiding?
Compare to Peers: Are same questions asked of competitors?
Pre-Earnings Prediction: Anticipate topics based on history
Interpreting Results
See references/interpreting-results.md for detailed guidance on analyzing analyst questions.
1---2name: earnings-analyst-questions-23description: Identify key themes and concerns raised by analysts during earnings calls, including specific analyst attribution and topic categorization.4---56# Earnings Analyst Questions78Identify and analyze the key themes, concerns, and questions raised by analysts during earnings calls, with specific analyst attribution and topic categorization.910## Prerequisites1112Ensure Octagon Claude plugin is configured. See [references/mcp-setup.md](references/mcp-setup.md) for installation instructions.1314## Workflow1516### Step 1: Extract Analyst Questions1718Use the Octagon Claude plugin to identify analyst questions and concerns:1920```21Identify key themes and concerns raised by analysts during <TICKER>'s latest earnings call.22```2324### Step 2: Targeted Question Analysis2526Focus on specific aspects of analyst questions:2728```29# All Analyst Concerns30What concerns did analysts raise in <TICKER>'s latest earnings call?3132# Specific Topic33What questions did analysts ask about AI in <TICKER>'s earnings call?3435# Analyst Coverage36Which analysts participated in <TICKER>'s earnings call Q&A?3738# Most Frequent Topics39What were the most frequently asked topics in <TICKER>'s earnings call?4041# Unanswered Questions42Were there questions that management avoided or didn't fully answer in <TICKER>'s call?43```4445## Expected Output4647The skill returns structured analyst question analysis including:4849| Component | Description |50|-----------|-------------|51| Key Themes | Major topics raised by analysts |52| Analyst Attribution | Which analyst asked which question |53| Concern Categories | Grouped by topic area |54| Management Response | How questions were addressed |55| Follow-up Questions | AI-generated questions for deeper research |56| Source Citations | Transcript page references |5758## Example Query5960```61Identify key themes and concerns raised by analysts during TSLA's latest earnings call.62```6364## Example Response6566Analysts highlighted several critical topics during Tesla's latest earnings call, as documented in the TSLA_Q22025 transcript:6768**Key Analyst Questions**6970- **Robotaxi Business Funding** – Analysts questioned how Tesla plans to finance the costs of scaling its robotaxi initiative, specifically whether it will rely on auto business cash flows or alternative funding sources [Dan Meir Levy]7172- **Full Self-Driving (FSD) Revenue Potential** – Interest focused on trends and monetization strategies for FSD subscriptions [Mark Trevor Delaney]7374- **Megapack Sales Impact** – The elimination of tax credits for solar projects raised concerns about its effect on Tesla's Megapack sales pipeline7576- **Incentive Loss and Autonomy Challenges** – Analysts warned of potential rough quarters due to the loss of U.S. incentives and the early-stage risks of autonomy development [Elon Musk]7778- **Lower-Cost Model Details** – Requests for more information on production timelines and cost-saving strategies for Tesla's upcoming lower-cost vehicle [Lars Moravy]7980**Follow-up Questions**81- What specific funding mechanisms has Tesla outlined for the robotaxi business?82- How does Tesla plan to mitigate risks from the loss of U.S. tax incentives?83- What are the projected timelines for the lower-cost model's production launch?8485**Source**: TSLA_Q22025, Page: 58687## Analyst Question Categories8889### Financial Topics90| Category | Example Questions |91|----------|-------------------|92| Revenue | Segment growth, pricing, demand |93| Margins | Cost structure, pricing power |94| Guidance | Outlook clarification, assumptions |95| Capital | Allocation, returns, leverage |9697### Strategic Topics98| Category | Example Questions |99|----------|-------------------|100| Growth Initiatives | New products, markets, investments |101| Competitive | Market share, differentiation |102| M&A | Deal pipeline, integration |103| Technology | R&D, innovation, roadmap |104105### Operational Topics106| Category | Example Questions |107|----------|-------------------|108| Execution | Production, capacity, efficiency |109| Supply Chain | Sourcing, costs, risks |110| Workforce | Hiring, retention, costs |111| Geographic | Regional performance, expansion |112113### Risk Topics114| Category | Example Questions |115|----------|-------------------|116| Regulatory | Policy changes, compliance |117| Macro | Economic sensitivity, cycles |118| Competitive | Market threats, disruption |119| Execution | Delivery, timeline risks |120121## Analyst Attribution122123### Understanding Analyst Context124125| Analyst Type | Typical Focus |126|--------------|---------------|127| Sell-side (Bulge Bracket) | Broad coverage, key themes |128| Sell-side (Boutique) | Sector expertise, detailed |129| Buy-side | Specific thesis questions |130| Independent | Alternative perspectives |131132### Notable Analyst Patterns133134| Pattern | Interpretation |135|---------|----------------|136| Same analyst, same topic | Persistent concern |137| Multiple analysts, same topic | Widespread concern |138| New topic raised | Emerging issue |139| Detailed follow-up | Dissatisfied with response |140141## Question Intensity Analysis142143### Measuring Topic Importance144145| Metric | Interpretation |146|--------|----------------|147| Number of questions | Topic priority |148| Number of follow-ups | Incomplete answers |149| Analyst seniority | Credibility weight |150| Time spent | Management engagement |151152### Heat Map Framework153154| Topic | Questions | Follow-ups | Intensity |155|-------|-----------|------------|-----------|156| FSD Revenue | 3 | 2 | High |157| Margins | 2 | 1 | Medium |158| CapEx | 1 | 0 | Low |159160## Concern Classification161162### Severity Assessment163164| Severity | Indicators |165|----------|------------|166| Critical | Multiple analysts, pushback, unresolved |167| High | Several questions, detailed probing |168| Medium | Standard questions, adequate response |169| Low | Single mention, brief discussion |170171### Resolution Status172173| Status | Description |174|--------|-------------|175| Resolved | Clear, specific answer provided |176| Partially Resolved | Some detail, gaps remain |177| Deflected | Redirected, not directly answered |178| Unresolved | Avoided, promised future update |179180## Tracking Questions Over Time181182### Quarter-over-Quarter Analysis183184| Topic | Q1 | Q2 | Q3 | Q4 | Trend |185|-------|----|----|----|----|-------|186| FSD | 1 | 2 | 3 | 4 | Rising |187| Margins | 3 | 2 | 2 | 1 | Declining |188| China | 2 | 3 | 2 | 2 | Stable |189190### New vs. Recurring Topics191192| Type | What It Means |193|------|---------------|194| New topic | Emerging concern or opportunity |195| Recurring topic | Persistent issue |196| Dropped topic | Resolved or no longer relevant |197| Intensifying | Growing importance |198199## Use Cases2002011. **Sentiment Analysis**: Gauge Street concerns and focus areas2022. **Risk Discovery**: Identify issues analysts are probing2033. **Thesis Validation**: Check if your concerns are shared2044. **Peer Comparison**: Compare question themes across competitors2055. **Management Assessment**: Evaluate response quality2066. **Pre-Earnings Prep**: Anticipate likely questions207208## Combining with Other Skills209210| Skill | Combined Analysis |211|-------|-------------------|212| earnings-qa-analysis | Questions + management responses |213| earnings-call-analysis | Full context + analyst focus |214| price-target-consensus | Analyst concerns vs. targets |215| stock-grades | Questions aligned with ratings |216| stock-price-change | Question impact on price |217218## Analysis Tips2192201. **Track Analyst Names**: Note who asks what repeatedly2212222. **Count Question Frequency**: More questions = higher priority2232243. **Watch for Pushback**: Analysts pressing = important issue2252264. **Note Unanswered Questions**: What's management avoiding?2272285. **Compare to Peers**: Are same questions asked of competitors?2292306. **Pre-Earnings Prediction**: Anticipate topics based on history231232## Interpreting Results233234See [references/interpreting-results.md](references/interpreting-results.md) for detailed guidance on analyzing analyst questions.
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