AR

πŸ“° Research Library

Best-practice research digests with KPI takeaways, synced from real published research and sample MVP content.

Extract KPI Recommendations from Research
07/08/2026

Marketing Benchmarks Guide

ClickMinded

A guide to how marketing benchmarks should be used, organized by historical, industry, channel, cohort, and goal-based categories, with a five-point checklist (source quality, cohort matching, intent, recency, metric definition) for deciding whether a benchmark actually applies to your situation. Cites a median landing page conversion rate of 6.6% across 41,000 pages, with SaaS at 3.8% and financial services at 8.4%.

Marketing
04/21/2026

Digital Marketing Benchmarks by Industry

Sona

A channel-by-channel breakdown of paid search, email, paid social, SEO, and display benchmarks, plus cost-per-click and cost-per-lead ranges broken out by industry (ecommerce, B2B technology, financial services, healthcare, legal services, real estate). Paid search averages 2-3% CTR and $2-$5 CPC; email averages 20-25% open rate and 2-3% CTR; paid social averages $6-$12 CPM and 0.5-1.5% engagement rate.

Marketing
11/03/2025

Omnichannel HCP Engagement: What Separates Top-Quartile Brands

Sample MVP Content β€” modeled on industry patterns (e.g., Across Health, Accenture Life Sciences)

Top-quartile pharma brands treat HCP engagement as a portfolio of channels rather than a single rep-visit metric. Brands that combine field, digital, and medical education signals into a unified HCP engagement score see materially better correlation with prescribing lift than any single-channel measure alone.

Marketing
10/01/2025

What Actually Predicts Retention: A Look at Activation Metric Design

Sample MVP Content β€” modeled on industry patterns (e.g., Amplitude, Reforge)

Companies that select activation milestones based on rigorous retention-curve correlation analysis, rather than intuition, see substantially better predictive accuracy β€” and are far less likely to optimize onboarding toward a milestone that doesn't actually matter.

Product
09/15/2025

2025 SaaS Net Revenue Retention Benchmarks by ARR Band

Sample MVP Content β€” modeled on industry patterns (e.g., OpenView, KeyBanc SaaS Survey)

Median NRR for best-in-class SaaS companies has compressed from prior years but remains the single strongest predictor of efficient growth. Companies under $10M ARR show the widest NRR variance, while $100M+ ARR companies converge tightly around 105-115%.

Customer SuccessSales
07/14/2025

Pipeline Quality Over Quantity: Rethinking Coverage Ratio Targets

Sample MVP Content β€” modeled on industry patterns (e.g., Bridge Group, SBI)

Generic 3-4x pipeline coverage targets are increasingly seen as a blunt instrument; leading revenue teams instead calibrate coverage ratio to their own trailing win rate and now track stage-weighted pipeline value rather than raw pipeline value.

Sales
06/30/2025

Beyond the Score: Driver Analysis for Employee Engagement Survey Data

Sample MVP Content β€” modeled on industry patterns (e.g., Gallup, Culture Amp)

A single engagement score number is of limited use without driver analysis identifying which underlying factors (manager quality, career growth, recognition) are statistically associated with movement in the composite score β€” and, critically, with subsequent voluntary turnover.

HR
05/19/2025

Why Platform-Reported ROAS Overstates True Incrementality

Sample MVP Content β€” modeled on industry patterns (e.g., Meta/Google incrementality research, Measured.com)

Independent geo-holdout studies consistently find that platform-reported ROAS overstates true incremental ROAS by 20-50%, largely because platform attribution credits conversions that would have happened anyway (branded search, retargeting of already-converting users).

Marketing
04/11/2025

Most Customer Health Scores Are Never Validated Against Actual Churn

Sample MVP Content β€” modeled on industry patterns (e.g., Gainsight, ESG Customer Success Research)

A majority of customer success teams build a health score once at rollout and never back-test it against actual churn or expansion outcomes, resulting in scores that quietly lose predictive power as the product and customer base evolve.

Customer Success
12/01/2023

Email Marketing Benchmarks by Industry

Mailchimp

Open rate, click rate, and unsubscribe rate benchmarks by industry, derived from analysis of billions of tracked emails sent to campaigns of at least 1,000 subscribers. Non-profits and education see the highest open rates; ecommerce sees the lowest click rates among the industries covered. Apple's Mail Privacy Protection is noted as a caveat that may inflate measured open rates.

Marketing