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We are enterprise software and consulting company that specializes in systematic trading using quantitative models derived from mathematical and statistical analysis.

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Petabyte-scale data warehouse to assess statistical probabilities for the direction of securities prices in any given market.

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VMSI INDEX

THE MARKET JUST LOST ELASTICITY — STABILITY NOW COSTS MORE THAN RISK.

November 16, 2025 The Signals Are Turning Before the Story Does The market’s stability is now engineered rather than organic. ...
VMSI INDEX

The New Playbook for Institutional Investors: Market Physics in the Post-Policy Era

Abstract This paper outlines a structural evolution in market behavior: from policy-dominated price formation to a liquidity-driven, reflexive system in ...
VMSI INDEX

The Market Is Now Its Own Signal

Liquidity Compresses — AI Sustains — Credit Defines. Markets remain steady, but conviction is increasingly mechanical. Liquidity keeps valuations suspended ...
VMSI INDEX

The Past Is No Guide: Why Financial Markets Have Outgrown Santayana’s Warning

VICA Partners | Op-Ed The Past Is No Guide: Why Financial Markets Have Outgrown Santayana’s Warning (Excerpted and adapted for ...

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Journal

VMSI INDEX

CAPM Explains Risk. It Doesn’t Explain Why Prices Hold.

Why modern markets require a structural model — and what VMSI adds that traditional analysis cannot VICA Partners | Institutional ...
VMSI INDEX

Markets Misprice Duration

What Venezuela Reveals About Risk, Oil, and Duration Mispricing VICA Partners | Institutional Market Structure Commentary Abstract Geopolitical shocks consistently ...
VMSI INDEX

China’s Growth Model Is Externally Anchored. Capital Still Prices the Constraint.

VICA Partners | Institutional Market Structure Commentary Abstract Markets are no longer governed by inflation narratives. The dominant risk entering ...
VMSI INDEX

Stocks Are Rising — But Fewer and Fewer Stocks Are Doing the Work

VICA Institutional Confidence Indicator (VMSI®) Report | December 19, 2025 Condensed Structural Read VMSI™ FORCE-12.3 | VICA Research Editorial Note ...