Bivar Capital — Quantitative Research

China MomentumThe Lookback Problem

Short-term momentum loses 90% in China. The same signal that works best at 6 months in US markets becomes deeply negative. We test every lookback from 3 to 24 months on 5,444 A-shares and show why the Chinese market inverts the rules. 208 months, 2009–2026.

I. Best Result

+13.0%
CAGR · 21m-1
0.38
Sharpe
−56%
Max Drawdown
+7.2%
Alpha vs CSI 300

The best result uses a 21-month lookback, skip 1 month, top 7 stocks equal weight, with a CSI 300 MA150 regime filter. Universe: all A-shares excluding ST-designated stocks (5,444 total). Period: January 2009 – May 2026.

Compare to the US, where 6-month momentum on large caps delivers +13.5% CAGR at Sharpe 0.68. China achieves similar returns at much higher risk, using a lookback window 3.5× longer.

II. Lookback Sweep

21 variants · top 7 stocks · MA150 regime · 2009–2026

GROWTH OF ¥100,000 — LOG SCALE ¥50K ¥100K ¥200K ¥500K ¥1M 2010 2013 2016 2019 2022 2025 21m-1 ¥809K 12m-1 ¥133K CSI 300 ¥264K

21m-1 compounds to ¥809K from ¥100K. 12m-1 barely reaches ¥133K — below the CSI 300.

LookbackCAGRAlphaSharpeSortinoMax DD
3m-1−10.5%−16.3%−0.40−0.61−92%
6m-1−10.2%−16.0%−0.40−0.52−91%
9m-1−2.2%−8.0%−0.14−0.20−84%
12m-1+4.4%−1.3%0.080.13−60%
15m-1+7.6%+1.9%0.210.30−47%
18m-1+6.1%+0.4%0.160.20−64%
20m-1+11.4%+5.6%0.310.46−55%
21m-1 ★+13.0%+7.2%0.380.55−56%
24m-1+10.8%+5.1%0.300.42−63%
CSI 300+5.8%−47%

Short-term momentum is toxic in China. 3–9 month signals are strongly negative. Every lookback below 12 months destroys capital. This is the opposite of US markets, where 6-month momentum is the strongest variant.

Why Does Short-Term Momentum Fail?

Chinese A-shares are approximately 70% retail investor volume. When a stock spikes over 3–6 months, it draws in momentum-chasing retail buyers, creating overcrowded positions that reverse sharply. The stocks with the best recent performance are frequently the most dangerous to own next month.

By 20 months, the dynamics change. The retail noise clears, and what remains is genuine trend persistence — driven by fundamental improvement, earnings surprise, and the minority of institutional investors who take longer-horizon positions. This is the signal that 21m-1 captures.

In the US, institutional investors dominate volume and react quickly to earnings. Momentum is incorporated over 6–12 months. In China, the same fundamental signal takes three times as long to propagate through prices.

III. The Regime Filter

20m-1 momentum · without and with MA filter

The CSI 300 experiences violent bear phases that destroy momentum portfolios: −65% in 2008, −43% in 2015, −35% in 2018, −25% in 2022. Without a regime filter, any momentum strategy simply rides these crashes to the bottom.

MA Filter (on CSI 300)CAGRSharpeMax DD% Invested
None — always invested+2.4%0.01−89%100%
MA100+10.0%0.25−66%52%
MA150 ★+11.4%0.31−55%53%
MA175+10.7%0.29−55%51%
MA200+10.6%0.28−62%53%

Without a regime filter, 20m-1 momentum loses nearly 90% peak-to-trough — almost double the CSI 300's worst drawdown of −47%. The concentrated 7-stock portfolio amplifies every crash. Going to cash when the index is below its 150-day MA turns a survival problem into a manageable strategy.

The strategy is invested roughly 53% of the time. When the CSI 300 is below its MA150, the portfolio sits in cash. This costs some upside during early recoveries but eliminates the catastrophic losses that make long-term compounding impossible.

The MA150 and MA175 filters perform similarly, both far better than MA200. The MA100 fires too early and cuts the portfolio out of valid uptrends. MA150 is the sweet spot.

US comparison: The MA200 overlay on the S&P 500 cuts US momentum drawdown from −57% to −28%, at a cost of ~1% CAGR. In China, the regime filter is not optimization — it is survival. Without it, the strategy is not viable.

IV. China vs US — The Inversion

DimensionUS MarketsChina A-Shares
Best lookback6 months21 months
12m-1 (academic standard)+13.0% CAGR, Sharpe 0.61+4.4% CAGR, Sharpe 0.08
6m-1+13.5% CAGR, Sharpe 0.68−10.2% CAGR, Sharpe −0.40
Regime filterReduces DD by ~30ppRequired for viability
Market cap requirementLarge caps required (>$5B)Large caps destroy alpha*
Dominant investor type~70% institutional~70% retail
Signal propagation speed6–12 months18–24 months

* The large-cap / small-cap reversal in China is the subject of the next article in this series.

V. Key Findings

1 · Short-term signals are anti-momentum in China

3 to 9 month lookbacks produce strongly negative returns. The academic 12-month standard barely breaks even at +4.4% CAGR — below the CSI 300 benchmark. This is not noise: it is systematic reversal driven by retail herding.

2 · The signal turns positive beyond 12 months

Returns improve monotonically from 12 to 21 months. The 21m-1 variant achieves +13.0% CAGR at Sharpe 0.38 — comparable to US large-cap momentum in absolute terms, though with higher risk. The signal weakens slightly at 24 months as it begins to capture mean-reverting long-term fundamentals.

3 · The regime filter is not optional

Without the CSI 300 MA150 overlay, 20m-1 momentum loses 89% peak-to-trough. The filter costs nothing in CAGR (from +2.4% to +11.4%) and reduces drawdown from −89% to −55%. This is the largest single improvement in the entire study.

4 · The US playbook does not transfer

Every dimension inverts: shorter lookbacks that excel in the US are the worst in China. Large-cap filters that are essential in the US eliminate China's alpha entirely. The mechanism is different — this is not the same factor in a different country. China momentum reflects a different structural reality: retail-dominated, policy-sensitive, and institutionally under-covered.

Universe
All A-shares, Shanghai and Shenzhen exchanges. Excluding ST (special treatment) stocks.
Data
5,444 stocks, daily adjusted close prices via Baostock. End-of-month rebalance.
Period
January 2009 – May 2026 (208 months)
Portfolio
Top 7 stocks by momentum score, equal weight. Minimum 5 stocks required to invest.
Regime
CSI 300 MA150. Go to cash when index closes below 150-day moving average.
Benchmark
CSI 300 total return (price only, dividends excluded). CAGR +5.8%, Max DD −47%.
Costs
No transaction costs, no slippage. Returns are gross. Actual performance will be lower.