MONDAY, 7 SEPTEMBER 2026
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GIM develops fair ranking algorithm for e-marketplaces

New tool to curb bias and boost fairness online

PANAJI

The Goa Institute of Management (GIM) has created a new two-step algorithm to make digital marketplaces more transparent for both sellers and buyers.

Published in the journal ‘Computational Management Science’, the study looks at the growing problems of biased algorithms and collusive behaviour on digital platforms and suggests possible solutions.

The key features of the algorithm include: combining review reliability and price efficiency to give fair visibility to products; better performance in tests compared to models that use only quality or price; following rules on transparency and equal market access; building customer trust, lowering the cost of attracting sellers, and improving long-term profits.

“Most digital marketplaces today use ranking systems that focus mainly on earning more revenue. This causes problems like fake reviews, platforms giving their own products more visibility, and unclear search results. Because of this, honest sellers struggle to be seen, competition is affected, and buyers get misled,” said Assistant Professor Dipankar Das.

He explained that the new algorithm aims to make product rankings fairer by using only verified reviews and competitive pricing.

“By taking into account how sellers and platforms compete, the algorithm helps stop unfair ranking practices, ensures equal access for sellers, and improves transparency,” he said.

He added that the algorithm also fits well with new antitrust laws around the world and has shown, through tests, that it can resist collusion and improve transparency.

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CRI Goa decries ‘shameful actions’ against 2 nuns

The Goan Network
Published Aug 4, 2025, 12:33 AM IST
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PANAJIThe Goa Unit of the Conference of Religious India (CRI) has raised its strong and collective voice against the shocking attack and unjust arrest of Sr Preethi Mary and Sr Vandana Francis in Chhattisgarh.“While we are relieved that bail has now been granted and our Sisters are no longer detained, we remain concerned about the injustice meted out to them and the distress caused,” said CRI (Goa Unit) President Sr Flory Rodrigues in a statement.Sr Rodrigues said the…

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