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== <span style="color: #FFFFFF;">Remembering</span> == * '''Customer Lifetime Value (CLV/LTV)''' β The predicted total revenue a business can expect from a customer over their entire relationship. * '''Churn prediction''' β Forecasting which customers are likely to stop purchasing or subscribing. * '''Propensity modeling''' β Predicting the likelihood a customer will take a specific action (purchase, churn, upgrade). * '''Attribution modeling''' β Assigning credit for conversions to the various marketing touchpoints that preceded it. * '''Multi-touch attribution (MTA)''' β Distributing conversion credit across multiple touchpoints using data-driven models. * '''Marketing Mix Modeling (MMM)''' β Econometric regression models measuring the ROI of each marketing channel. * '''A/B testing''' β Controlled experiment comparing two variants; the gold standard for measuring marketing interventions. * '''Bayesian A/B testing''' β Uses Bayesian inference to make earlier decisions with quantified uncertainty. * '''Lookalike modeling''' β Finding potential new customers who resemble existing best customers; used in digital advertising targeting. * '''Audience segmentation''' β Clustering customers into groups for targeted campaigns. * '''Real-time bidding (RTB)''' β Automated auction for ad impressions; ML models bid in milliseconds. * '''Click-through rate (CTR) prediction''' β Core ML task in digital advertising: predicting which users will click on which ads. * '''Conversion rate optimization (CRO)''' β Using data and experiments to improve the fraction of visitors who convert. * '''Personalization''' β Tailoring content, offers, and messaging to individual users based on their predicted preferences. </div> <div style="background-color: #006400; color: #FFFFFF; padding: 20px; border-radius: 8px; margin-bottom: 15px;">
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