Decompose or mistake
the tide for the swimmer.
Forty-three regressions, one verdict.
A single ratio answers a single question. Forty-three of them, run in parallel, separate market beta from sector beta, sector beta from peer competition, and peer competition from valuation drift. This file reads PANW through every lens at once. The point isn't to know the price — it's to know which force is moving it.
Decision Tree · Three Numbers, One Verdict
company alpha vs sector alpha vs market beta.
PANW/SPY is stretched low (−0.93σ) — PANW has been underperforming the market over the year, sitting at the 36th percentile of its 1-year range. PANW/CIBR is neutral (−0.12σ) — within its own sector, PANW is tracking the cyber basket. CIBR/IGV is stretched high (+1.88σ) at the 88th percentile — cybersecurity as a sector is strongly bid vs broad software.
The verdict: PANW's underperformance vs SPY is not a PANW story — it's a software-vs-semis story. Inside cyber, PANW is roughly average. Cyber itself is one of the strongest sub-sectors of tech right now (CIBR/IGV at the 88th percentile of its range). The biggest risk to long PANW isn't competitive — it's the AI/semis trade continuing to suck oxygen out of software. If that rotation reverses, the PANW/SPY ratio is positioned to mean-revert higher.
Z-Score Tape · 43 Pairs, One Glance
current ratio from its 1-year mean. ±2σ = mean-revert candidates.
Stretched Ratios · The Five Loudest Signals
statistical case for mean-reversion is strongest.
STRETCHED HIGH · MEAN-REVERSION DOWN CANDIDATES5 pairs
STRETCHED LOW · MEAN-REVERSION UP CANDIDATES5 pairs
The Forty-Three · Sliced By Decision Layer
broad market → sector → peers → factor → macro.
Market & Tech Beta
z +1.99 · MA +12.7%
z −1.25 · MA −15.2%
z −0.93 · MA −11.0%
z −1.47 · MA −19.0%
Cybersecurity Sector
z −0.12 · MA −0.6%
z −0.65 · MA −3.6%
Direct Cyber Peers
z +4.53 · MA +55.2%
z −0.95 · MA −5.1%
z −0.47 · MA −5.6%
z +1.90 · MA +11.8%
z −1.61 · MA −21.3%
z +1.17 · MA +12.6%
z +2.42 · MA +59.0%
Adjacent / Smaller Peers
z −0.96 · MA −9.1%
z +2.30 · MA +31.7%
z +0.02 · MA +0.2%
z +1.50 · MA +22.1%
z +1.16 · MA +33.4%
Factor & Style Exposure
z −0.12 · MA −1.1%
z −0.78 · MA −8.3%
z −1.48 · MA −16.3%
z −0.75 · MA −8.8%
z −1.60 · MA −37.9%
z +0.12 · MA +1.1%
Sector Rotation Context
z +1.88 · MA +13.2%
z +0.82 · MA +4.5%
z +0.37 · MA +4.0%
z −1.88 · MA −40.6%
Style & Speculation
z −0.97 · MA −4.7%
z −0.34 · MA −4.7%
z −0.95 · MA −10.1%
z +3.57 · MA +4.9%
AI / Semis Rotation
z −1.73 · MA −37.3%
z −1.75 · MA −45.5%
z −2.00 · MA −25.8%
Macro / Credit / Duration
z −0.06 · MA −0.3%
z +1.08 · MA +0.8%
z −1.09 · MA −12.7%
z −0.03 · MA −0.3%
z −0.11 · MA −1.0%
z +2.71 · MA +16.0%
z +2.65 · MA +13.1%
M&A / Acquisition Digestion
z −0.40 · MA −9.7%
Full Reconstruction · All 43 Pairs
4-panel Godel "GR" window, grouped by category.
First Principles · Why This Method Works
in the actual numbers from the file.
A price is the sum of its forces
When PANW moves, three things happen simultaneously: the market moves, the cyber sector moves relative to the market, and PANW moves relative to its sector. A single chart of PANW collapses all three into one line. A ratio chart isolates one and silences the rest.
This file runs that decomposition forty-three ways. Each pair holds a different variable constant and asks: what's left? What's left is the signal you actually want.
Where PANW actually stands
The decision tree: PANW/SPY at z=−0.93σ (36th percentile), PANW/CIBR at z=−0.12σ (54th percentile), CIBR/IGV at z=1.88σ (88th percentile).
Translated: PANW is mildly underperforming the market, exactly tracking cybersecurity, and cybersecurity is one of the most-bid sub-sectors of tech right now. The PANW underperformance vs SPY is not a PANW problem — it's reflecting IGV/SMH at z=−1.75σ, the extreme weakness of all software relative to semis.
Confirming: PANW/SMH sits at z=−1.60σ — PANW is at 2.7% of its 52-week range against semiconductors. Every software name looks broken against semis. That's the AI trade, not a PANW story.
R² is the trust score
Every pair returns a beta. Most of them are noise. The R² tells you whether to take that beta seriously.
Of 43 pairs, only four exceed R²=0.5: QQQ/SPY (0.91), CIBR/IGV (0.77), QQQ/SMH (0.77), CRWD/CIBR (0.67). For PANW specifically the cleanest hedges are PANW/CIBR (R²=0.56, β=1.18) and PANW/HACK (R²=0.53). Below R²=0.40 the regression slope is real but the residuals dominate — using it as a hedge ratio means you'll explain less than half the variance.
This is why PANW/SPY is a useful diagnostic ratio (it tells you the regime) but not a useful hedge ratio (R²=0.13). Different jobs, different ratios.
Peer ratios = market verdict on the competitive narrative
Inside cyber, the market has a strong opinion. PANW/CHKP is at z=4.53σ, the most-stretched ratio in the entire set — Check Point is being completely left behind. PANW/ZS at z=+2.42σ, PANW/OKTA near 52-week highs: PANW is winning the platform-consolidation narrative against legacy and against single-product vendors.
Against the high-growth competitors PANW is losing: PANW/CRWD at z=−0.95σ (R²=0.49 — these two genuinely move together) and PANW/NET at z=−1.61σ. The market is saying CrowdStrike and Cloudflare have stronger growth narratives than PANW, but PANW is the consolidator inside the legacy half of the space.
The cleanest take: PANW is the best of the legacy/platform names, but it's not in the same growth tier as CRWD/NET. PANW/FTNT sits at z=−0.47σ — the valuation gap (102x vs 37x P/E) hasn't closed because Fortinet is still seen as the more disciplined operator at a fraction of the multiple.
Macro pairs are mostly noise — except when they aren't
PANW vs duration and credit looks weakly related on average: PANW/TLT R²=0.003, PANW/HYG R²=0.09. You should not use these as hedge ratios. But the direction still tells you something: SPY/TLT at z=2.65σ — extreme stocks-over-bonds — confirms a peak risk-on regime.
Combine that with QQQ/HYG at z=+2.71σ (also extreme) and QQQ/SPY at z=+3.57σ (the most-stretched broad ratio in the set), and the macro picture is: we're in a Nasdaq-leadership-led, credit-tight, risk-on regime. PANW is an indirect beneficiary, but if any of those three macro extremes mean-reverts, PANW will decline alongside everything in QQQ — not because of anything PANW-specific.
This is the protective lens. When you're long PANW, you're effectively long the "big-tech-leads-the-cycle" trade. The macro ratios make that exposure visible.
The CYBR puzzle and what to watch next
The most surprising finding in the file: PANW/CYBR has correlation −0.08 and R² 0.001. PANW announced (or is integrating) CyberArk — and the market is treating these two stocks as completely unrelated. That's anomalous. Acquiring company / target pairs typically correlate strongly post-announcement; ours does not.
Three readings: (a) the deal is so far advanced that CYBR is trading on its own pre-close arb dynamics; (b) the market doesn't believe the deal will be value-accretive; (c) the integration is so opaque that fundamental investors are pricing PANW as if CYBR doesn't exist. Watch this ratio — when correlation rises, the market is starting to view PANW as PANW+CYBR. That re-rating is your signal.
IGV/SMH — when it crosses back above its mean, software-vs-semis rotates and PANW gets a tailwind on PANW/SPY without doing anything. (3) watch PANW/CYBR correlation rising above 0.3 — that's the integration starting to matter.