[ { "feature": "email nurture", "feature_type": "channel", "mean_roi": 2.6, "std_roi": 0.4, "mean_ctr": 0.045, "std_ctr": 0.012, "sample_size": 185, "weight": 0.85, "baseline_budget": 18000, "notes": "Lifecycle email programs with automated segmentation deliver resilient ROI across B2B SaaS cohorts." }, { "feature": "paid social", "feature_type": "channel", "mean_roi": 2.1, "std_roi": 0.6, "mean_ctr": 0.035, "std_ctr": 0.015, "sample_size": 240, "weight": 0.8, "baseline_budget": 22000, "notes": "Paid social experimentation pairs creative testing with intent overlays for balanced CTR lift." }, { "feature": "enterprise", "feature_type": "audience", "mean_roi": 2.4, "std_roi": 0.5, "mean_ctr": 0.028, "std_ctr": 0.009, "sample_size": 160, "weight": 0.9, "baseline_budget": 32000, "notes": "Enterprise cohorts convert with multi-threaded nurture and executive enablement." }, { "feature": "startup", "feature_type": "audience", "mean_roi": 2.0, "std_roi": 0.55, "mean_ctr": 0.04, "std_ctr": 0.013, "sample_size": 140, "weight": 0.75, "baseline_budget": 15000, "notes": "Startup founders reward scrappy experiments and rapid payback cycles." }, { "feature": "conversion", "feature_type": "objective", "mean_roi": 2.8, "std_roi": 0.45, "mean_ctr": 0.05, "std_ctr": 0.01, "sample_size": 210, "weight": 0.92, "baseline_budget": 26000, "notes": "Conversion-focused programs benefit from high-intent sequencing and social proof." }, { "feature": "retention", "feature_type": "objective", "mean_roi": 2.3, "std_roi": 0.35, "mean_ctr": 0.03, "std_ctr": 0.008, "sample_size": 130, "weight": 0.7, "baseline_budget": 20000, "notes": "Retention programs lean on product education and lifecycle personalization." }, { "feature": "executive roundtable", "feature_type": "offer", "mean_roi": 3.1, "std_roi": 0.5, "mean_ctr": 0.025, "std_ctr": 0.007, "sample_size": 95, "weight": 0.88, "baseline_budget": 28000, "notes": "Executive roundtables compound ROI when paired with ABM nurtures and analyst proof." }, { "feature": "interactive ROI calculator", "feature_type": "offer", "mean_roi": 2.5, "std_roi": 0.42, "mean_ctr": 0.048, "std_ctr": 0.011, "sample_size": 150, "weight": 0.86, "baseline_budget": 21000, "notes": "Interactive ROI tools compress consideration by quantifying value early in the journey." } ]