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Algorithmic Pricing Systems Can Lead to Collusive-Like Prices

By PulseAugur Editorial · [1 sources] ·

A new research paper explores how simple algorithmic pricing systems can lead to collusive-like prices in multi-firm markets. The study, which analyzes firms using a misspecified estimate-then-optimize rule that omits competitor prices, found that these systems can converge to prices above the Nash equilibrium. This phenomenon is particularly likely when firms initially explore similar price ranges, and in some cases, prices can even reach monopoly levels. AI

IMPACT Highlights potential for AI-driven pricing algorithms to create anti-competitive market conditions.

RANK_REASON Academic paper on algorithmic pricing dynamics. [lever_c_demoted from research: ic=1 ai=0.7]

Read on arXiv cs.AI →

AI-generated summary · Google Gemini · from 1 sources. How we write summaries →

COVERAGE [1]

  1. arXiv cs.AI TIER_1 English(EN) · Jackie Baek, Vivek F. Farias, Farrell Wu ·

    Misspecified Estimate-then-Optimize Leads to Supra-Competitive Prices

    arXiv:2605.16064v2 Announce Type: replace-cross Abstract: We study whether simple algorithmic pricing systems can systematically produce collusive-like prices in multi-firm markets. We consider firms that price using a myopic estimate-then-optimize rule: each repeatedly fits a de…

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