Pair detail

IQV / TECH

Market: SPY | As of Jun 01, 2026 | Source: live

Pair overview

Bias uses the latest z-score sign (positive → short A / long B).

Bias	Symbol	Company	Sector / Industry	Market cap USD	Last Close	Div Yield
Long	IQV	IQVIA Holdings Inc.	Healthcare · Medical - Diagnostics & Research	31.2B	$186.82	0.00%
Short	TECH	Bio-Techne Corporation	Healthcare · Biotechnology	8.0B	$50.79	0.63%

Key metrics

Decision signals

Entry, sizing, and stability anchors for the trade.

Z-score?Z = (S - μ) / σ. Higher absolute values mean larger deviation; |z| >= 2 is often a potential entry.

-0.47

Hedge ratio (γ)?Units of B needed to hedge 1 unit of A. More stable ratios are easier to trade.

0.802

Correlation?Higher correlation is better for pair stability. Values close to 1 imply strong co-movement.

0.59

Half-life (days)?Estimated mean-reversion speed. Lower days mean faster reversion.

28.5

ADF p-value?Stationarity test on the spread. Lower is better; below 0.05 is preferred.

0.081

Quality5/100

FGrade

Signal?Signal is derived from z-score vs entry/exit thresholds. Long spread means long A and short B; short spread is the opposite.

Neutral

z = -0.47?Current standardized spread. Positive means A rich vs B; negative means A cheap vs B.

Entry threshold?Entry zone for trades. Higher absolute z means more extreme deviation.|z| ≥ 2.0

Exit threshold?Exit zone. When |z| returns near zero, the spread has mean-reverted.|z| ≤ 0.5

Distance to entry?How far the current |z| is from the entry threshold.1.53

Trade bias?Explicit long/short legs for the spread. Positive z implies A rich vs B; negative z implies A cheap vs B.No trade now. If z >= +2.0: short IQV, long TECH. If z <= -2.0: long IQV, short TECH. Size: 1x IQV vs 0.80x TECH.

Backtest

Historical performance

Rule-based outcomes over the lookback window.

Backtest reality check

Historical trade outcomes using the entry/exit rules.

Trades (lookback)1

Trades / year1.0

Win rate100%

Median hold82.0d

Avg return (gross)22.47%

Avg return (net)22.47%

Max drawdown13.77%

Profit factor∞

Sharpen/a (needs >=2 trades)

Best / worst22.47% / 22.47%

Backtest trades

Showing 1 of 1

Entry	Exit	Side	Hold	Net
2026-02-13	2026-05-06	Long IQV / Short TECH	82d	+22.47%

Charts

Behavior over time

Price, spread, and hedged path context.

Z-score

Z-score trajectory with entry/exit bands.

Chart window: 90d

Entry ±2.0Exit ±0.5

Leg prices (normalized)

Relative move of each leg across the window.

Chart window: 90d

Normalized to 100 at window start.

Hedged position

Hedged spread with entry-zone shading.

Chart window: 90d

Spread = A - (alpha + gamma · B)

Model diagnostics

Spread mechanics

Helpful for validation and monitoring.

Raw spread?Raw spread = A - γ·B in price space. Positive means A is rich vs B.

146.0756

Price-space spread

Residual spread?Residual spread = residual(A) - (alpha + gamma · residual(B)). Market-neutralized via index regression.

-0.047509

Market-neutral residual spread

Pair intercept?OLS intercept for the pair regression. Closer to 0 is cleaner.

0.0536

OLS intercept on residualized returns

Rolling corr std (21d)?Rolling correlation variability. Lower values indicate more stable pairs.

0.141

Stability (21d rolling)

Mean corr?Average rolling correlation. Higher is better for stable pairs.0.672

Std dev?Standard deviation of rolling correlation. Lower means more stable.0.141

Min / Max?Range of rolling correlation. Higher minimum indicates stronger stability.0.283 / 0.939

Below 0.70?Count of 21d windows where correlation dropped below the minimum threshold. Lower is better.112

Window 252d

Z-score distribution

Percentile?Position of current z-score within the window. Near 0 or 100 indicates extremes.31%

Min / Max?Historical extremes of z-score in the chart window.-2.45 / +1.40

Mean reversions?Count of times z crossed from entry zone back to exit zone. More events imply more opportunities.1

Entry |z| ≥ 2.0 · Exit |z| ≤ 0.5

Risk & invalidation

MAE (median)0.39z

MAE (max)0.39z

Stop suggestionz > 3.5

Regime min corr0.283

Rolling corr min 0.283 → regime risk high

Z-score context

Spread mean (mu)-0.000000

Spread std (sigma)0.101393

Robust Z (MAD)Off

Z = (S - mu) / sigma | Window 252d

Quality score

Composite of cointegration, stability, and mean reversion signals.

F5/100

Cointegration (ADF)Weak

Stability (corr std)Volatile

Mean reversionSlow

LiquidityUnknown

Regime riskHigh

Model transparency

Regression uses OLS on market-neutral residual returns. ADF test is applied to the residual spread series.

Window 252d · Lookback 10y

Z-score window: 252d trading days

Correlation window: 252d trading days

Spread formula: S = A - (alpha + gamma * B) | Raw spread: A - gamma * B

Entry |z| ≥ 2.0 · Exit |z| ≤ 0.5

Min correlation filter: 0.70