earnings-analyst-questions

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 MCP is configured. See references/mcp-setup.md for installation instructions.

Workflow

Step 1: Extract Analyst Questions

Use the Octagon MCP 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

1. Sentiment Analysis: Gauge Street concerns and focus areas
2. Risk Discovery: Identify issues analysts are probing
3. Thesis Validation: Check if your concerns are shared
4. Peer Comparison: Compare question themes across competitors
5. Management Assessment: Evaluate response quality
6. 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

1. Track Analyst Names: Note who asks what repeatedly

2. Count Question Frequency: More questions = higher priority

3. Watch for Pushback: Analysts pressing = important issue

4. Note Unanswered Questions: What's management avoiding?

5. Compare to Peers: Are same questions asked of competitors?

6. Pre-Earnings Prediction: Anticipate topics based on history

Interpreting Results

See references/interpreting-results.md for detailed guidance on analyzing analyst questions.