Qwant Agent: Ultra-Aggressive 2-Week Stock Screening - Quantitative Analysis Request
Mission Context
- Trading Window: December 8-19, 2025 (2 weeks)
- Risk Profile: ULTRA-AGGRESSIVE
- Target Performance: 5x SPY outperformance
- Budget: €1,271.97
- Broker: DEGIRO (no fractional shares, €2 per trade)
SPY Baseline (December 6, 2025)
- Current Price: $604.00 (approx)
- Annualized Volatility: 13.7%
- Recent 1-month return: +2.29%
- 2-Week Target for 5x outperformance: ~+5.7% (SPY baseline ~1.15% × 5)
Request
I have conducted qualitative screening and identified 10 ultra-aggressive stock candidates. I need your quantitative analysis to:
Calculate Quantitative Factor Scores (1-5 scale) for each candidate:
- Momentum Factor Score (RSI, price momentum, volume trends)
- Volatility Factor Score (historical vol, beta, daily swings)
- Short Squeeze Probability Score (short %, days to cover, recent momentum)
- Event Catalyst Score (upcoming events, timing, market impact potential)
- Overall Aggression Score (composite)
Risk-Adjusted Return Projections for 2-week horizon:
- Expected return distribution (base/bull/bear cases)
- Probability-weighted expected return
- Downside risk (VaR, max drawdown potential)
- Risk-adjusted score (considering transaction costs)
Statistical Outlier Detection:
- Identify which stocks are statistical outliers in momentum/volatility
- Flag potential red flags (extreme valuations, recent blow-offs)
Portfolio Allocation Recommendations:
- Suggested position sizes for €1,271.97 budget
- Diversification across strategies (Quantum, AI, Short Squeeze, etc.)
- Risk management recommendations
Candidate Data
See: /home/pengacau/pasar-malam/output/ultra_aggressive_shortlist_dec2025.json
Key Candidates Summary:
- QBTS (D-Wave Quantum): 127% vol, +19% 1W, quantum sector momentum
- IONQ (IonQ): 105% vol, 16.5% short, revenue +222% YoY
- RGTI (Rigetti): 131% vol, -18% 1M pullback, quantum play
- PLTR (Palantir): Dec 4 NVIDIA partnership, AI catalyst
- BYND (Beyond Meat): 443% vol, +24% 1W, extreme volatility
- RIVN (Rivian): Dec 11 AI Day event, +18% 1M momentum
- CVNA (Carvana): 3.5 beta, +38% 1M, high momentum
- CRSP (CRISPR): 27% short interest, biotech catalysts
- UPST (Upstart): 30% short interest, AI recovery play
- SOFI (SoFi): -6.5% 1W pullback, fintech entry opportunity
Output Required
Please provide:
- Quantitative scores (1-5) for each candidate across all factors
- Ranked list of top 5-7 candidates with allocation %
- Brief rationale for each score (2-3 sentences)
- Portfolio construction recommendation with risk management
Methodology Guidance
- Use Elements of Quantitative Investing principles
- Consider Chapter 3 (Performance metrics), Chapter 8 (Backtesting), Chapter 9-10 (Portfolio construction)
- Apply pragmatic risk management given 2-week ultra-aggressive horizon
- Balance diversification vs concentration for small portfolio size