B
Evidence Grade B
Graded
accuracy verified by the review judge
Safe to Cite
Recent
89%
89% -- policyholder expectation rate for insurance policyholders (2025)
89% of policyholders expect personalized insurance plans based on their lifestyle and digital interactions.
Attribution:
View source
Lighthouse Research Team
Last verified:
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Source verified
Evidence graded
Value
89%
Unit
Percentage
Data Vintage
2025
Entity
Evidence Quality
B
Strong, reliable evidence
Sourced from a well-regarded research firm or industry leader with transparent methodology and a reasonably large sample.
Single source - not yet corroborated
Score breakdown
Extraction
50
Source Trust
60
Citation Chain
20
Independence
30
Methodology
45
Freshness
95
Source
Hitachi Solutions
Primary
Tier C
https://applify.com.sg/industry-perspective/insurance-product-development ↗
Source Article
Insurance product development and digital transformation | Applify
1. The shifting landscape of insurance product development
The insurance industry is at a critical inflection point, driven by rapid technological advancements, evolving customer expectations, and increased regulatory pressures. In this digital era, insurance product development is no longer a slow,…
Original Research
Hitachi Solutions
· Original study ↗
Methodology
Cited from Hitachi Solutions; original methodology not stated
Methodology documented
Segmentation
Industryfinance
Cite this stat
Plain Text
insurance policyholders: 89% policyholder expectation rate. Source: Hitachi Solutions (2025). Via Lighthouse Intelligence -- https://lighthousedata.io/data/policyholders-personalized-expectations
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<blockquote cite="https://lighthousedata.io/data/policyholders-personalized-expectations" style="border-left:3px solid #2563eb;padding:12px 16px;margin:16px 0;font-family:system-ui,sans-serif;background:#f0f4ff;"><strong>89%</strong> -- policyholder expectation rate for insurance policyholders<br><small>Source: Hitachi Solutions (2025) · <a href="https://lighthousedata.io/data/policyholders-personalized-expectations" target="_blank" rel="noopener">Lighthouse Intelligence</a></small></blockquote>
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