Set Bids for Search Advertising from Business Value

Design a bidding approach for a retailer buying search advertisements. Explain how the business value of an ad opportunity becomes a bid, how the system respects a campaign budget, and how you would determine whether the approach helps the business. ### Constraints & Assumptions The reported case concerns search advertising and bidding/pricing. Auction rules, available features, attribution rules, and numerical budgets were not specified. State these assumptions before proposing a model or formula; do not assume that a submitted bid equals the final charge. ### Clarifying Questions - Is the objective incremental contribution profit, purchases, new customers, or revenue subject to a return target? - Is the auction priced per click, per impression, or per conversion, and which decisions does the platform expose? - What feedback delay, campaign budget, inventory availability, and geographic or time restrictions apply? ### What a Strong Answer Covers Translate the business objective into an opportunity value, separate prediction from bid optimization, account for budget pacing and delayed outcomes, and evaluate incremental results against a credible baseline. ### Follow-up Questions How would you handle a new product with little history, a sudden conversion-rate change, or a campaign that spends its budget too early? How would organic purchases affect your interpretation of attributed revenue?