Research synthesis · 2024–2025

Retirement Account Advisor
Data & AI Insights

Key data points, participant signals, and AI-driven insights a retirement plan advisor needs across their book of business — sourced from Cerulli, Vanguard, DALBAR, BlackRock, Fidelity, and NAPA research.

# Data / Insight Area Key metrics & signals Category Research source
1 Plan health dashboard Participation rate, avg deferral rate, employer match rate, auto-enrollment & auto-escalation adoption, professionally managed allocation uptake Plan-level DALBAR 2024; Vanguard How America Saves
2 Participant-level data & segmentation Compensation, non-retirement savings, personal debt, generation/age cohort, income band, proximity to retirement Participant Cerulli; Goldman Sachs Retirement Survey 2025
3 Predictive analytics & at-risk ID Behavioral signals across the book, propensity-to-disengage scores, targeted messaging triggers by segment AI / predictive John Hancock; 401k Specialist
4 Plan leakage & hardship alerts Loan initiations, hardship withdrawal events, early distributions, leakage rate vs. plan benchmark Risk / alert PLANSPONSOR March 2026
5 Retirement income readiness Projected income replacement ratio, on-track % by cohort, decumulation readiness, retirement income solution adoption rate Participant BlackRock Advisor Outlook 2024
6 Benchmarking vs. peers Plan vs. industry peers by sector & size; avg balances, deferral rates, auto-feature adoption, advice services offered Plan-level Vanguard HAS benchmark reports
7 Plan sponsor engagement & retention risk Sponsor satisfaction signals, service gap flags, RFP/advisor-search triggers (47% of plans searched for a new advisor — Fidelity 2023) Business dev Fidelity Plan Attitudes Study 2023
8 Recordkeeper data sharing & wellness integration Financial wellness tool engagement (used / not used), rollover pipeline visibility, recordkeeper data-sharing gaps across the book Integration Cerulli U.S. Retirement Markets 2024
9 SECURE 2.0 & regulatory compliance Adoption of emergency savings accounts, Roth match options, financial incentive provisions; DOL fiduciary compliance flags Risk / alert Cerulli; Mercer Advisors 2025
10 Personalization at scale via AI TDF-to-managed-account upgrade candidates, advice enrollment gaps, participants who would most benefit from personalized guidance AI / predictive Cerulli; Corporate Insight DC Benchmark 2025
1 Plan health dashboard
Participation rate, avg deferral rate, employer match rate, auto-enrollment & auto-escalation adoption, professionally managed allocation uptake
2 Participant-level data & segmentation
Compensation, non-retirement savings, personal debt, generation/age cohort, income band, proximity to retirement
3 Predictive analytics & at-risk ID
Behavioral signals across the book, propensity-to-disengage scores, targeted messaging triggers by segment
4 Plan leakage & hardship alerts
Loan initiations, hardship withdrawal events, early distributions, leakage rate vs. plan benchmark
5 Retirement income readiness
Projected income replacement ratio, on-track % by cohort, decumulation readiness, retirement income solution adoption rate
6 Benchmarking vs. peers
Plan vs. industry peers by sector & size; avg balances, deferral rates, auto-feature adoption, advice services offered
7 Plan sponsor engagement & retention risk
Sponsor satisfaction signals, service gap flags, RFP/advisor-search triggers (47% of plans searched for a new advisor — Fidelity 2023)
8 Recordkeeper data sharing & wellness integration
Financial wellness tool engagement (used / not used), rollover pipeline visibility, recordkeeper data-sharing gaps across the book
9 SECURE 2.0 & regulatory compliance
Adoption of emergency savings accounts, Roth match options, financial incentive provisions; DOL fiduciary compliance flags
10 Personalization at scale via AI
TDF-to-managed-account upgrade candidates, advice enrollment gaps, participants who would most benefit from personalized guidance