High-Frequency Trading and Retail Investors: A Review of Manipulation Research and a Detection Model

A review of how high-frequency trading manipulation works, who pays for it, and how it is detected, focused on what retail investors can see in free minute-level data. A detector tested on 20 U.S. stocks and funds raised about five alerts per stock per day, a rate that shuffled data matched, so its alerts flag unusual trading.

Authors

Publication Details

Journal
Zenodo (CERN European Organization for Nuclear Research)
Published
2026-10-26
DOI
https://doi.org/10.5281/zenodo.23669015
Primary Topic
Financial Markets and Investment Strategies
Type
preprint
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preprint

High-Frequency Trading and Retail Investors: A Review of Manipulation Research and a Detection Model

Adetayo Agueh
Zenodo (CERN European Organization for Nuclear Research)
Financial Markets and Investment Strategies
preprint

High-Frequency Trading and Retail Investors: A Review of Manipulation Research and a Detection Model

Adetayo Agueh
preprint en

Abstract

A review of how high-frequency trading manipulation works, who pays for it, and how it is detected, focused on what retail investors can see in free minute-level data. A detector tested on 20 U.S. stocks and funds raised about five alerts per stock per day, a rate that shuffled data matched, so its alerts flag unusual trading.

Zenodo (CERN European Organization for Nuclear Research)
Financial Markets and Investment Strategies
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High-Frequency Trading and Retail Investors: A Review of Manipulation Research and a Detection Model — Adetayo Agueh · Zenodo (CERN European Organization for Nuclear Research) (2026) | TGRS Research Map | TGRS