# Explore Skill # Quick Interactive Data Exploration # Vietnamese Stock Market Analyst | Powered by AI Analyst Lab | aianalystlab.ai ## Trigger - Manual via `/explore` command - For quick ad-hoc data lookups without full pipeline - Useful for hypothesis formation and sanity checks ## Command `/explore [symbol]` - Quick overview of a stock `/explore [symbol] [metric]` - Specific metric for a stock `/explore sector [sector_name]` - Sector overview `/explore top [metric] [n]` - Top N stocks by metric `/explore compare [sym1] [sym2] [metric]` - Quick comparison ## Purpose Provide rapid, lightweight data exploration without invoking the full analysis pipeline. Think of it as a "data REPL" for quick questions that don't need validation, narrative, or presentation. ## Commands ### Stock Overview `/explore VCB` ``` VCB (Vietcombank) - Quick Overview =================================== Exchange: HOSE | Sector: Banking | VN30 Member Price: 82,500 VND (+1.85% today) Volume: 3.2M shares (avg 20d: 2.8M) Valuation: P/E: 15.2x (sector avg: 12.8x) P/B: 2.8x (sector avg: 1.5x) Fundamentals: ROE: 18.5% | ROA: 1.8% EPS (TTM): 5,428 VND Performance: 1M: +3.2% | 3M: -5.1% | 6M: +8.7% | 1Y: +15.3% Data freshness: Real-time (updated 2 min ago) ``` ### Metric Deep Dive `/explore VCB pe_ratio` ``` VCB P/E Ratio History ===================== Current: 15.2x 1Y avg: 14.8x | 2Y avg: 13.9x | 5Y avg: 12.5x Recent trend: Expanding (rising from 12.1x in Jan 2025) Sector comparison: Premium (+19% above sector avg 12.8x) Historical percentile: 72nd (above average but not extreme) ``` ### Top N `/explore top roe 10` ``` Top 10 Stocks by ROE (HOSE) ============================ 1. TCB 22.1% (Banking) 2. ACB 21.3% (Banking) 3. VPB 20.8% (Banking) 4. MBB 20.2% (Banking) 5. FPT 19.5% (Technology) 6. VCB 18.5% (Banking) 7. MWG 17.8% (Retail) 8. PNJ 17.2% (Retail) 9. VNM 16.9% (Consumer) 10. HPG 16.1% (Materials) Note: Banking sector dominates high-ROE rankings Data: Latest available (may have 30-45 day lag for Q4 2025) ``` ### Quick Comparison `/explore compare VCB TCB pe_ratio` ``` P/E Comparison: VCB vs TCB =========================== VCB: 15.2x | TCB: 8.2x Difference: 7.0x (VCB at 85% premium) Sector avg: 12.8x VCB above average (+19%) TCB below average (-36%) Note: VCB's premium historically attributed to SOE status and lower NPL ratio. For detailed analysis, use: "Compare VCB and TCB P/E ratios" ``` ## Rules 1. **Speed over depth** - Return results in <5 seconds 2. **No validation** - This is exploratory, no Layer 1-4 checks 3. **No CIs** - Quick lookup, not statistical analysis 4. **Data freshness note** - Always show when data was last updated 5. **Upsell full analysis** - Suggest full pipeline when appropriate 6. **Cache-first** - Use cached data for speed ## Limitations - No confidence scores (this is quick exploration, not analysis) - No Simpson's Paradox checks - No statistical tests - Not suitable for investment decisions (use full pipeline) --- **Powered by AI Analyst Lab | aianalystlab.ai**