· Analytic
Z32620 LC Variance-Ratio Predictability Signal
Rolling Lo-MacKinlay variance-ratio statistic on CME Live Cattle, signed by recent 20-day direction — Grade C+ market-microstructure predictability overlay.
At a glance
Current reading
+0.660
Positive Momentum-Predictability EXTREME POS firing
Signal state
Extreme POS
phase +1, VR x direction above 2-year baseline
Sample
Daily, 36-year span
Rolling 252d LC VR(2), 1990+
Historical IC
-0.038 (p = 3.6e-04)
Spearman vs LC fwd60d, marginal daily
Baseline LC fwd60d
+1.02%
Unconditional mean
Negative-Pred fwd60d
+1.60% mean
+0.58 pp above baseline, 61% hit rate
As of Oct 30, 2026. Updated nightly.
OBJECTIVE
The Lo-MacKinlay variance-ratio (VR) test is a classical measure of market predictability. VR(2) compares the ratio of 2-period return variance to twice the 1-period return variance. In a random-walk market, VR equals 1; in a momentum-rich market, VR exceeds 1; in a mean-reverting market, VR falls below 1. The departure from 1 quantifies serial predictability in returns. This signal computes a rolling 252-day Lo-MacKinlay VR(2) statistic on CME Live Cattle, subtracts 1, z-scores, and multiplies by the sign of the 20-day cumulative return. The result captures DIRECTIONAL predictability — when VR deviates significantly from 1 AND the market has been trending, the signal amplifies in the direction of the trend. This operationalises the empirical finding from Truth LC_T051 (Chow-Denning martingale-difference-sequence test rejected for LC) as an actionable directional signal. Z-score on 504-day rolling window. Tanh-bounded to [-1, +1]. State thresholds at plus or minus 0.2 (moderate) and plus or minus 0.5 (extreme). Daily release cadence. The memorable finding: Grade C+ microstructure predictability overlay. Daily Spearman IC against LC fwd60d is minus 0.038 at p-value 3.6e-4 across 9,049 observations — marginal. Non-overlap independence test at p-value 0.11 — marginal (close to the 0.1 significance threshold). Phase -1 (Negative Momentum-Predictability) delivers +1.60% fwd60d (+0.58 pp edge, hit 61%). Phase +1 (Positive Momentum-Predictability) delivers +0.67% fwd60d (-0.35 pp edge, hit 56%). Phase 0 delivers +0.51% (-0.51 pp below baseline). Current reading: EXTREME_POS at composite +0.661 — positive VR-directional-predictability regime. The empirical pattern shows Phase +1 modestly bullish vs Phase -1 strongly bullish; the regime is constructive but not high-conviction. Read on for historical anchors and how to pair with the LC fundamental stack.
LIVE CHART
LC Variance-Ratio Predictability Signal
Composite reads +0.661 as of October 30, 2026, in the Positive Momentum-Predictability EXTREME POS band. The LC rolling VR x direction composite is deeply positive. CME Live Cattle (orange) has traded in the \$220-230 range.
COMPOSITE
+0.661 / tanh
STATE
Positive Momentum-Predictability
PHASE
+1
FWD 60d
+0.67% (baseline +1.02%)
SAMPLE N
9,049 days
STATE-CONDITIONAL EDGE
Forward 60-day returns by state
FORWARD 60-DAY RETURNS BY STATE
Mean forward-60-day benchmark return per composite state. Baseline (horizontal line) is the unconditional sample mean. Bars above the line are the constructive bands; bars below are the bearish bands.
TODAY’S PLAYBOOK READING
STATE
Extreme Pos
STATE AND HISTORY
Positive Momentum-Predictability EXTREME POS firing, 15 days running. Phase +1 historically delivers mean fwd60d LC +0.67%, hit 56%, -0.35 pp below baseline. Phase -1 (Negative Pred) delivers +1.60% / 61% hit / +0.58 pp.
THE VR MECHANISM
Lo-MacKinlay VR tests whether LC returns behave as a random walk. VR deviating from 1 (combined with recent direction) signals exploitable serial correlation. Phase -1 (negative directional pred with mean-reversion active) empirically bullish; Phase +1 modestly below baseline.
HOW TO POSITION
Pair with LC-corn ratio, FC-LC spread, term structure, Hawkes jump-cluster, peer-complex co-movement. VR-predictability is a microstructure overlay distinct from fundamentals-based signals — captures regime of return predictability itself.
WHAT THE CHART SHOWS
The composite sits at +0.661 in the Positive Momentum-Predictability EXTREME POS band. The blue signal line has moved above the +0.5 extreme threshold as the LC rolling VR x direction composite deeply positive. CME Live Cattle (orange) has traded in the \$220-230 range.
TOP INPUTS FIRING
- Primary composite +0.661 State Positive Momentum-Predictability EXTREME POS firing, 15 days running.
- LC VR x direction deeply positive Rolling 252-day Lo-MacKinlay VR(2) deviates from 1 (indicating momentum regime); 20-day direction is positive — composite amplifies in positive direction.
- State-conditional edge: -0.35 pp mean Positive Pred historical fwd60d LC mean +0.67%, baseline +1.02%, hit 56%. Current firing in EXTREME POS sub-band — modestly below baseline on average.
THE TAKEAWAY
What this means for you today
THE VR CALL
Composite +0.661, Positive Momentum-Predictability EXTREME POS firing. The rolling 252-day LC VR x 20-day direction is deeply positive — indicating the market has recent exploitable directional structure.
THE EMPIRICAL CONTEXT
Positive Pred historically delivers mean fwd60d LC +0.67% (-0.35 pp vs baseline, hit 56%). The current firing is modestly below baseline on average — not a high-conviction bullish regime.
THE HONEST CAVEAT
Daily IC -0.038 marginal; non-overlap test p=0.11 marginal. Grade C+ microstructure overlay. The signal reads market-structure regime, not direction.
THE REGIME MAP
The three states, forward returns and sample share
Computed from 9,049 trading days with observable LC fwd60d. Baseline LC fwd60d (unconditional): plus 1.02 percent mean. Grade C+ market-microstructure overlay.
| State | Phase | Share | Fwd 60d | HAC t | Edge vs baseline | Last firings |
|---|---|---|---|---|---|---|
| Positive Momentum-Predictability | +1 | 45.9% (4149 d) | +1.42% | +0.40pp | Sep 2026, Sep 2026, Aug 2026 | |
| Random Walk TODAY | 0 | 13.7% (1237 d) | +1.39% | +0.37pp | Oct 2026, Jun 2026, Nov 2025 | |
| Negative Momentum-Predictability | -1 | 40.5% (3663 d) | +0.94% | -0.08pp | Sep 2026, Aug 2026, Aug 2026 |
The historical pattern
Signature episodes in the 36-year sample
THE TRACK RECORD
State changes
| State | Start | End | Duration | Fwd 60d LC |
|---|---|---|---|---|
| Trending Up Regime | 10/30/2024 | 10/31/2024 | 2d | +3.76% |
| Random Walk Regime | 11/01/2024 | 11/04/2024 | 2d | +5.39% |
| Trending Down Regime | 11/05/2024 | 11/18/2024 | 10d | +4.35% |
| Random Walk Regime | 11/19/2024 | 11/21/2024 | 3d | +3.83% |
| Trending Down Regime | 11/22/2024 | 11/27/2024 | 4d | +0.29% |
| Trending Up Regime | 11/29/2024 | 01/30/2025 | 42d | -1.39% |
| Random Walk Regime | 01/31/2025 | 02/04/2025 | 3d | -7.89% |
| Trending Up Regime | 02/05/2025 | 02/05/2025 | 1d | -6.20% |
| Random Walk Regime | 02/06/2025 | 02/27/2025 | 15d | -7.06% |
| Trending Down Regime | 02/28/2025 | 03/03/2025 | 2d | -0.51% |
| Random Walk Regime | 03/04/2025 | 03/14/2025 | 9d | +2.29% |
| Trending Down Regime | 03/17/2025 | 03/25/2025 | 7d | +6.03% |
| Random Walk Regime | 03/26/2025 | 03/31/2025 | 4d | +5.55% |
| Trending Down Regime | 04/01/2025 | 04/04/2025 | 4d | +9.62% |
| Trending Up Regime | 04/07/2025 | 04/08/2025 | 2d | +23.98% |
| Trending Down Regime | 04/09/2025 | 04/09/2025 | 1d | +13.07% |
| Trending Up Regime | 04/10/2025 | 04/15/2025 | 4d | +18.96% |
| Trending Down Regime | 04/16/2025 | 04/30/2025 | 10d | +18.35% |
| Trending Up Regime | 05/01/2025 | 05/01/2025 | 1d | +13.75% |
| Trending Down Regime | 05/02/2025 | 05/23/2025 | 16d | +11.95% |
| Trending Up Regime | 05/27/2025 | 05/28/2025 | 2d | +7.51% |
| Trending Down Regime | 05/29/2025 | 06/30/2025 | 22d | +8.88% |
| Trending Up Regime | 07/01/2025 | 07/16/2025 | 11d | +6.73% |
| Trending Down Regime | 07/17/2025 | 07/17/2025 | 1d | +3.98% |
| Trending Up Regime | 07/18/2025 | 07/18/2025 | 1d | +5.65% |
| Trending Down Regime | 07/21/2025 | 08/07/2025 | 14d | +5.32% |
| Random Walk Regime | 08/08/2025 | 08/08/2025 | 1d | +7.24% |
| Trending Down Regime | 08/11/2025 | 08/27/2025 | 13d | +6.18% |
| Random Walk Regime | 08/28/2025 | 09/02/2025 | 3d | +1.56% |
| Trending Down Regime | 09/03/2025 | 09/04/2025 | 2d | +5.77% |
| Trending Up Regime | 09/05/2025 | 09/05/2025 | 1d | +5.10% |
| Trending Down Regime | 09/08/2025 | 09/08/2025 | 1d | +5.14% |
| Random Walk Regime | 09/09/2025 | 09/09/2025 | 1d | +5.45% |
| Trending Up Regime | 09/10/2025 | 09/12/2025 | 3d | +4.93% |
| Random Walk Regime | 09/15/2025 | 09/26/2025 | 10d | +3.35% |
| Trending Up Regime | 09/29/2025 | 10/01/2025 | 3d | +3.66% |
| Random Walk Regime | 10/02/2025 | 10/02/2025 | 1d | +2.78% |
| Trending Up Regime | 10/03/2025 | 10/06/2025 | 2d | +2.66% |
| Trending Down Regime | 10/07/2025 | 10/21/2025 | 11d | +2.10% |
| Random Walk Regime | 10/22/2025 | 10/22/2025 | 1d | +1.46% |
| Trending Down Regime | 10/23/2025 | 10/23/2025 | 1d | +2.03% |
| Random Walk Regime | 10/24/2025 | 10/24/2025 | 1d | +1.73% |
| Trending Up Regime | 10/27/2025 | 10/28/2025 | 2d | +0.58% |
| Trending Down Regime | 10/29/2025 | 10/30/2025 | 2d | +1.18% |
| Trending Up Regime | 10/31/2025 | 10/31/2025 | 1d | +1.76% |
| Trending Down Regime | 11/03/2025 | 11/03/2025 | 1d | +1.26% |
| Random Walk Regime | 11/04/2025 | 11/04/2025 | 1d | +2.99% |
| Trending Up Regime | 11/05/2025 | 12/03/2025 | 20d | +1.76% |
| Trending Down Regime | 12/04/2025 | 12/08/2025 | 3d | +0.11% |
| Trending Up Regime | 12/09/2025 | 12/10/2025 | 2d | -0.70% |
| Trending Down Regime | 12/11/2025 | 02/26/2026 | 52d | -1.86% |
| Trending Up Regime | 02/27/2026 | 03/26/2026 | 20d | +9.42% |
| Trending Down Regime | 03/27/2026 | 05/07/2026 | 29d | +15.64% |
| Trending Up Regime | 05/08/2026 | 05/12/2026 | 3d | +4.36% |
| Trending Down Regime | 05/13/2026 | 05/22/2026 | 8d | +4.14% |
| Trending Up Regime | 05/26/2026 | 06/04/2026 | 8d | +1.60% |
| Trending Down Regime | 06/05/2026 | 06/05/2026 | 1d | +3.29% |
| Random Walk Regime | 06/08/2026 | 06/16/2026 | 7d | +3.51% |
| Trending Down Regime | 06/17/2026 | 06/30/2026 | 9d | +2.69% |
| Trending Up Regime | 07/01/2026 | 08/10/2026 | 28d | +3.43% |
| Trending Down Regime | 08/11/2026 | 08/12/2026 | 2d | |
| Trending Up Regime | 08/13/2026 | 08/18/2026 | 4d | |
| Trending Down Regime | 08/19/2026 | 08/19/2026 | 1d | |
| Trending Up Regime | 08/20/2026 | 09/22/2026 | 23d | |
| Trending Down Regime | 09/23/2026 | 09/24/2026 | 2d | |
| Trending Up Regime | 09/25/2026 | 09/28/2026 | 2d | |
| Trending Down Regime | 09/29/2026 | 10/29/2026 | 23d | |
| Random Walk Regime | 10/30/2026 | 10/30/2026 | 1d |
Scroll inside the table for the full history. Forward 60-day LC is measured from each run’s start date; a reader cannot trade off a start-date they only identify in hindsight, so this is a transparency log, not an alpha claim. Asterisked (*) returns are partial. The run is less than 60 trading days old. The full 60-day comparable fills in as more data arrives.
What this measures
The signal computes a rolling 252-day Lo-MacKinlay variance-ratio VR(2) statistic on CME Live Cattle, subtracts 1 (to center on random-walk expectation), z-scores, and multiplies by the sign of the 20-day cumulative return (to make it directional). Operationalises Truth LC_T051/T046/T052 microstructure findings. Z-score on 504-day rolling window with 60-day minimum sample. Tanh-bounded to [-1, +1]. State thresholds plus or minus 0.2 (moderate) and plus or minus 0.5 (extreme). Daily release.
Why it matters
Why variance-ratio reads market predictability
The Lo-MacKinlay variance-ratio (VR) test is a classical microstructure measure of serial predictability in returns. In an efficient random-walk market, consecutive-period variance scales linearly: VR(2) equals 1. When returns are momentum-rich (positively autocorrelated), VR exceeds 1. When returns are mean-reverting (negatively autocorrelated), VR falls below 1. The departure from 1 quantifies exploitable serial structure. Chow-Denning test for LC rejects the martingale-difference-sequence hypothesis (LC_T051), confirming non-random-walk behavior.
Why Grade C+ with marginal significance
Daily Spearman IC against LC fwd60d is -0.038 at p-value 3.6e-4 across 9,049 observations — marginal. Non-overlapping (every-60d) independence test independence test at p-value 0.11 — marginal (close to the 0.1 significance threshold). Phase -1 (Negative Pred) delivers +0.58 pp above baseline, Phase +1 (Positive Pred) delivers -0.35 pp below baseline. Grade C+ microstructure overlay. The signal captures regime of return predictability — useful as context, not standalone direction.
How to use this signal today
Pair with LC-corn ratio (feedlot-margin), FC-LC spread, term structure, Hawkes jump-cluster, peer-complex co-movement. Variance-ratio predictability is a microstructure overlay distinct from fundamentals — captures when LC returns have exploitable serial-correlation structure. Phase -1 (mean-reversion active) has historically been the stronger regime.
Related signals
Not investment advice · The analysis on this page is informational and educational. Signal readings, historical case figures, and empirical statistics are derived from publicly available data and are provided without warranty. Hypothetical performance results have inherent limitations, including the benefit of hindsight. Readers who intend to trade should consult a licensed investment professional and see the research brief for the full disclaimer.
Last refreshed Nov 01, 2026 02:13 PM ET
