mlsanityData to 14 Oct 2026

Unlocking Sales Growth: Account Prioritization Engine with Explainable AI

arXiv 2306.07464 ↗First posted 12 Jun 2023cs.AI cs.LG stat.MLcited by 0

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Abstract (arXiv)

B2B sales requires effective prediction of customer growth, identification of upsell potential, and mitigation of churn risks. LinkedIn sales representatives traditionally relied on intuition and fragmented data signals to assess customer performance. This resulted in significant time investment in data understanding as well as strategy formulation and under-investment in active selling. To overcome this challenge, we developed a data product called Account Prioritizer, an intelligent sales account prioritization engine. It uses machine learning recommendation models and integrated account-level explanation algorithms within the sales CRM to automate the manual process of sales book prioritization. A successful A/B test demonstrated that the Account Prioritizer generated a substantial +8.08% increase in renewal bookings for the LinkedIn Business.

Key facts. No citing papers in the map yet (data through 14 Oct 2026). Builds on 4 of its 14 references that are in the map. First posted on arXiv 12 Jun 2023.

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References · 4

  1. 2017A Unified Approach to Interpreting Model Predictionscited by 6,555
  2. 2016"Why Should I Trust You?": Explaining the Predictions of Any Classifiercited by 5,070
  3. 2021Fast TreeSHAP: Accelerating SHAP Value Computation for Treescited by 29
  4. 2021CrystalCandle: A User-Facing Model Explainer for Narrative Explanationscited by 1

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