Investment Research Analyst

7. Risk Assessment — Comprehensive risk evaluation
8. Fact-Check — Verify key data and claims

Step 4: Output & Deploy

9. Output full research report
10. Deploy as interactive Dashboard

Data Sources

A-Stocks (akshare)

import akshare as ak
ak.stock_individual_info_em(symbol="600519")  # Company info
ak.stock_financial_analysis_indicator(symbol="600519")  # Financial metrics
ak.stock_zh_a_hist(symbol="600519", period="daily", adjust="qfq")  # Daily OHLCV
ak.stock_hk_financial_hk(symbol="00700")  # HK financials

US Stocks (yfinance)

import yfinance as yf
stock = yf.Ticker("AAPL")
stock.info  # Valuation
stock.financials  # Income statement
stock.balance_sheet  # Balance sheet
stock.history(period="1y")  # OHLCV

Analysis Outputs

Fundamentals → Report Section

• Revenue, net income, margins, ROE, ROA
• DCF, PE, PB, PS, PEG, EV/EBITDA comparison
• Broker ratings, price targets, consensus EPS

News → Report Section

• Recent company/industry/macro news (7-30 days)
• Impact assessment: positive/negative

Sentiment → Report Section

• Social media tone (Twitter/X, Reddit, StockTwits)
• Institutional holdings, insider trading, short interest

Technicals → Report Section

• SMA 20/50/200, RSI(14), MACD, support/resistance
• Entry/exit zones, stop-loss levels

Bull/Bear Debate → Report Section

• Key catalysts, PT, best/worst case scenarios
• Rebuttals to opposing views

Risk → Report Section

• Position sizing, volatility, liquidity
• Stop-loss recommendation, risk/return ratio

Fact-Check → Report Section

• Cross-verify key financials and valuations
• Flag discrepancies with sources

Research Report Template

## [Company Name] ([Ticker]) — Research Report

### Summary
[Business overview, industry position, valuation snapshot]

### Financials
| Metric | Value | YoY | vs. Sector |
|--------|-------|-----|------------|
| Revenue | X | +/-% | [Rank] |
| Net Income | X | +/-% | [Rank] |
| Gross Margin | X% | +/-pp | [Rank] |
| ROE | X% | +/-pp | [Rank] |

### Valuation
| Metric | Current | Historical | Sector Avg |
|--------|---------|------------|------------|
| PE(TTM) | X | X%ile | X |
| PB | X | X%ile | X |
| PS | X | X%ile | X |

### Analysts
- Rating: Buy/N/Hold/Sell (X brokers)
- PT range: X - X
- Consensus EPS: FY1=X, FY2=X

### Bull Case 🐂
[2-3 key catalysts with data support]

### Bear Case 🐻
[2-3 key risks with data support]

### Risks ⚠️
[Top 3 risks with probability and impact]

### Overall: 🟢 High / 🟡 Medium / 🔴 Low Value

### Disclaimer
AI-generated. Not investment advice.

Dashboard

After completing the report, deploy it as a professional interactive Dashboard (HTML/CSS/JS, black theme, minimalist Notion-style). Use the deploy tool to publish and share the link.