INTELLIGENCE LIBRARY
Ideas for people responsible for growth.
Research-informed perspectives on positioning, acquisition, measurement, market entry and the commercial systems connecting them.
01SIGNALS TO READ
Market Entry in Iraq: A Commercial Launch Checklist Before You Spend
A practical commercial framework for entering Iraq: positioning, route to market, partner roles, demand validation, sales process and launch measurement.
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How Much Should a Company Spend on Marketing? A Decision Framework for Iraq
A decision framework for setting a marketing budget around commercial capacity, measurement, customer value and the stage of growth instead of copying a generic percentage.
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How to Choose a Marketing Agency in Iraq: A Decision Framework for Business Owners
A practical framework for evaluating marketing agencies in Iraq by diagnosis, commercial thinking, measurement, execution quality, reporting and fit—not by follower counts or a long service list.
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Lead Generation in Iraq: How to Build a Qualified Pipeline Instead of Buying Cheap Leads
A practical lead-generation operating system for Iraqi businesses: offer design, qualification, creative, forms, sales follow-up, feedback loops and the metrics that connect media to revenue.
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The KPI Problem: What Leadership Should Measure—and What It Should Ignore
A practical way to separate business outcomes, leading indicators and platform metrics so teams stop optimizing activity instead of growth.
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Attribution vs Causality: The Report Says Who Got Credit. The Experiment Asks Who Caused Growth.
Why attribution models and causal measurement answer different questions—and why serious marketing teams need both.
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Causal Inference for Marketers: From Correlation to Decisions
A practical framework for separating signals that move together from interventions that actually change business outcomes.
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Incremental Revenue vs Attributed Revenue: The Number Finance Actually Needs
Why revenue credited to marketing is not automatically revenue created by marketing, and how to move toward a financially useful causal view.
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Incrementality and Counterfactual Measurement: The Question Behind Real Marketing ROI
A business-friendly introduction to treatment, control, counterfactuals, incremental revenue and why observed conversions are not the same as caused conversions.
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Paid–Organic Cannibalization: Are Search Ads Buying Clicks You Already Owned?
How to think about brand search, organic substitution and incremental clicks without turning an old average into a universal truth.
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Holdout Experiments and Geo Experiments: When You Need a Control Group, Not Another Attribution Model
How randomized holdouts and geographic tests create counterfactuals, where they fail, and how to decide whether the business is test-ready.
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Search Advertising Incrementality: When a Click Is Not the Same as a Customer Created
A decision framework for brand, non-brand and high-intent search where demand capture and demand creation are easy to confuse.
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Influencer Marketing Beyond Reach: How to Buy Distribution, Credibility and Creative—Without Mixing Them Up
A framework for separating creator value into media, trust and creative assets, then measuring each with the right KPI and experiment.
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UGC, Creator Content and Influencer Content Are Not the Same Thing
A commercial framework for deciding whether you need authentic customer proof, performance creative, creator distribution or a combination.
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Lead Generation in Iraq Is a System Problem, Not a Cost-per-Lead Contest
Why offer, qualification, response speed, sales feedback and source quality matter more than a cheap form submission.
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Positioning Before Content: Why More Posts Cannot Rescue an Interchangeable Brand
A positioning system for audience, problem, promise, proof and point of view before the content calendar begins.
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From Platform Metrics to Marketing Science: When to Use Experiments, Incrementality and MMM
A measurement maturity map that gives each method a job instead of forcing one dashboard to answer every marketing question.
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