Five categories of quantitative fundamental data: financials, valuation, growth, analyst expectations, and corporate events

【Answer 1】 3. Historical Percentiles (Critical) Compare the current PE/PB ratios against their own 5–10-year history to compute percentiles. A percentile below 30% typically indicates undervaluation; above 80% warrants caution. This must be interpreted in context—e.g., banks trading persistently at the 10th percentile may simply reflect industry norms. III. Growth Data: From Historical Growth Rates to Sustainability The key to quantifying the growth factor lies in distinguishing 'episodic high growth' from 'structural high growth.' 1. Growth Metrics ・ Revenue CAGR (Compound Annual Growth Rate): Over 3- and 5-year horizons. Target >15%, with low volatility. ・ Net Profit CAGR: Beware base effects—e.g., a 300% surge due to an exceptionally low prior-year profit is meaningless. Prefer 'three consecutive years of positive growth, with accelerating year-on-year rates.' ・ EPS Growth Rate: Stock buybacks artificially inflate EPS; thus, examine net profit growth (in absolute terms), not EPS, to assess underlying earnings power. 2. Growth Quality Checks ・ ROIC (Return on Invested Capital) = NOPLAT / Invested Capital. More fundamental than ROE, as it excludes leverage distortions. Outstanding firms sustain ROIC > 15% over the long term. ・ Self-Funded Growth Rate = ROE × (1 − Dividend Payout Ratio). This represents organic, internally funded growth. Sustained growth exceeding this rate likely depends on external financing or M&A—and is therefore fragile. 3. Forward-Looking Growth Signals (Leading Indicators) ・ YoY change in Contract Liabilities (formerly 'Advance Payments Received'): A sharp increase signals high revenue visibility for the next 2–4 quarters. ・ Timing of Construction-in-Progress (CIP) capitalization: Persistently high CIP that delays capitalization may raise red flags; sudden capitalization triggers higher depreciation, pressuring near-term profits. IV. Analyst Expectation Data: Dispersion, Revisions, and Earnings Surprises Analyst forecasts are now standardized and widely available in databases such as FactSet, IBES, and Chaoyang Yongxu. 1. Consensus Estimates and Dispersion ・ Consensus EPS Forecast: Near-term forecasts (e.g., Next Twelve Months, NTM) are more reliable than longer-horizon ones. Focus here. ・ Dispersion = Standard deviation of individual analyst forecasts / Consensus forecast. A ratio >30% signals high uncertainty—making unilateral long positions risky; contrarian short strategies often target highly dispersed stocks. 2. Earnings Forecast Revisions (Most Important) ・ Revision Magnitude = (Current consensus − Prior-month consensus) / Prior-month consensus. An upward revision >5%, accompanied by an increase in the number of analysts covering the stock, constitutes a strong signal. ・ Revision Breadth = Number of analysts upgrading forecasts / Total number of analysts covering the stock. Breadth >60% often acts as a short-term catalyst for share price appreciation. 3. Earnings Surprise ・ Standardized Surprise = (Actual EPS − Expected EPS) / Standard deviation of EPS forecasts. A value >2 signifies a statistically significant positive surprise. Empirical studies show such stocks tend to exhibit 'post-earnings announcement drift'—outperforming peers over the subsequent 2–4 months. Usage Note: For small-cap or obscure stocks covered by few analysts, expectation data suffer from high noise—use with caution. V. Corporate Event Data: Quantitative Strategies Driven by Events Encode corporate events as dummy variables for integration into multi-factor models or event-study analyses. 1. Event Classification and Quantitative Signals Event Type Specific Event Quantitative Signal Direction (Typical Case) Key Details

The evolution of U.S. stagflation expectations and the dual sell-off in equities and bonds

【Answer 2】 01 Rising 'Stagnation' 02 Persistent 'Inflation' 03 Accelerated Monetary Policy Tightening by the Fed 04 Future Evolution Rising 'Stagnation' U.S. PMI data indicate further slowing in economic growth. Both the U.S. manufacturing and non-manufacturing PMIs declined again in April—but remain above the 50 threshold, placing them in the upper-middle range historically (past 25 years). By subcomponent, new orders and employment indexes have fallen sharply and now sit at relatively low historical percentiles—suggesting contractionary pressures. Meanwhile, price and supplier delivery indexes remain elevated, underscoring persistent inflationary pressure. On another front, April’s nonfarm payroll report revealed—for the first time this year—a decline in the labor force participation rate, while year-on-year wage growth slowed month-on-month. Concurrently, the number of corporate job cuts rose 6% MoM—the first positive reading since January last year. As Powell noted, the extremely tight labor market—previously characterized by 1.9 job openings per unemployed person—is beginning to ease. This aligns with the broader PMI-based evidence of further economic deceleration. Q2 Earnings Season Confirms Further Earnings Deterioration Per FactSet, as of May 6, 79% of S&P 500 constituents had reported Q1 results. On revenues, 74% beat expectations, with an average beat of 2.7%—both above the five-year average. On earnings, 79% beat expectations—but the average beat was only 4.9%, below the five-year average of 8.9%. Year-on-year earnings growth stood at 9.1%, far below the five-year average of 15%. Amid high inflation, corporate net margins have been clearly pressured: In Q4 earnings calls last year, 74% of companies cited inflation and supply-chain issues—the highest proportion since at least 2010. Wall Street analysts still project 10.1% YoY earnings growth for S&P 500 constituents in 2022—down markedly from last year but still far from recession territory. However, note that if energy-sector earnings fail to meet analysts’ repeatedly upgraded forecast of 79.2% YoY growth, full-year S&P 500 earnings growth will face even greater downward pressure. We believe the U.S. economy remains far from recession—but amid ongoing global geopolitical tensions and lingering pandemic uncertainties, a global growth slowdown is now inevitable. Markets have yet to identify the engine of global growth over the next 1–2 years—fueling rising 'stagnation' expectations. Persistent 'Inflation' Although the Fed continues stressing that inflation is 'far too high,' market-implied breakeven inflation rates across maturities have actually declined steadily since Q2—especially for shorter maturities. This suggests markets expect March—the month most severely impacted by the Russia-Ukraine war—to mark the peak of this inflation cycle. Although April’s U.S. CPI print moderated slightly from March, it still exceeded consensus. More critically, the Fed’s preferred core CPI rose 0.6% MoM—higher than March’s reading.

Element Solutions Inc Reports Q2 Revenue $977.9M, vs. FactSet Estimate of $873.2M

Jul 27, 2026

Element Solutions Inc reported Q2 revenue of $977.9 million, surpassing FactSet estimates of $873.2 million. The specialty chemicals company also saw adjusted EPS rise to $0.47 per share, beating expectations.

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