Public Quarterly Metric · Hong Kong

Hong Kong 照護食
Adoption Index

Tracking the fraction of Hong Kong's frail elderly who receive Care Food-compliant meals.
Q4 2026 baseline: ~5% (~7,500 of 150,000 estimated). Target Q4 2028: 50% (~75,000).

Open Data · CC-BY-SA 4.0 Quarterly Publication Baseline Q4 2026 HKCSS 照護食 Standard IDDSI-aligned Partnerships proposed — pending HKEX IFS award

First-of-kind population adoption metric in IDDSI-implementing economies. Methodology co-designed with HKCSS Care Food Working Group and HKU Swallowing Research Laboratory (partnerships proposed, pending HKEX Foundation × HKCSS Impact Funding Scheme 2026 award). Governed as open data for the Hong Kong eldercare ecosystem.

~150K
Estimated denominator — HK elderly with dysphagia or chewing difficulty
5%
Q4 2026 baseline adoption rate (~7,500 beneficiaries)
50%
Q4 2028 target adoption rate (~75,000 beneficiaries)
10×
Target 24-month improvement — from baseline to Q4 2028

Q4 2026 Baseline → Q4 2028 Target

Quarterly target adoption rates (%) for the 24-month programme period. The baseline is set at 5% (Q4 2026), representing the pre-programme floor. Year 1 target is 25%; Year 2 target is 50%.

0% 10% 20% 30% 40% 50% Adoption Rate Y1 End 5% 10% 15% 20% 25% 30% 35% 42% 50% Q4 2026 Q1 2027 Q2 2027 Q3 2027 Q4 2027 Q1 2028 Q2 2028 Q3 2028 Q4 2028
Q4 2026 Baseline (5%) — pre-programme floor
Q4 2027 Year 1 Target (25%)
Q4 2028 Year 2 Target (50%)

Chart shows quarterly targets. Actual quarterly reports publish at careez.org/adoption-index/q[n]-[yyyy] from Q1 2027 onwards. Intermediate quarterly values are programme targets, not forecasts; actuals will be published with 95% CI.


Quarter-by-quarter targets

Programme targets from Q4 2026 baseline through Q4 2028. Intermediate targets reflect AI Assistant deployment milestones, RCHE rollout cadence, and family caregiver certification scale. All rates are targets; actuals published quarterly with methodology notes and confidence intervals.

Quarter Target Rate Est. Beneficiaries Key Milestones
Q4 2026 — Baseline ~5% ~7,500 Pre-programme floor. Track A ~3,500 + Track B ~2,500 + Track C ~1,500.
Q1 2027 10% ~15,000 AI Assistant launch + first 10 RCHE deployments
Q2 2027 15% ~22,500 Family caregiver rollout begins
Q3 2027 20% ~30,000 30,000 family caregiver registrations
Q4 2027 — Year 1 End 25% ~37,500 30 RCHEs + 5,000 certified carers + 300 Champions
Q1 2028 30% ~45,000 Cross-border FDH cert pilot begins
Q2 2028 35% ~52,500 50 RCHEs cumulative
Q3 2028 42% ~63,000 HKCSS–HKU outcome report published
Q4 2028 — Year 2 End 50% ~75,000 60 RCHEs + 5,500 certified carers + 500 Champions + 150,000 family registrations (subset complies)

How the Index is calculated

The Hong Kong 照護食 Adoption Rate = (Number of HK frail elderly receiving Care Food-compliant meals in a given quarter) ÷ (Total HK elderly population with clinically indicated dysphagia or chewing difficulty). Reported as a percentage with 95% confidence intervals and disaggregation by setting (RCHE / community / home / hospital discharge).

Denominator

~150,000 HK elderly with dysphagia

Population scope: aged 60+ with ICD-10 R13 dysphagia diagnosis, or aged 60+ with EAT-10 score ≥ 3.

Breakdown: ~28,000–42,000 RCHE residents with dysphagia (40–60% of 70,000+ RCHE residents, per Baijens et al. 2016) + ~100,000–140,000 community-dwelling elderly (8–12% prevalence among 1.6M aged 65+).

Denominator refinement is a Year 1 deliverable via Hospital Authority dysphagia screening data integration.

Track A

Direct Certification

Highest evidence. Meal sourced from a HKCSS Care Food Directory vendor (Sections A or D) or carrying a current HKCSS 照護食標誌 mark.

Baseline estimate: ~3,500 elderly receiving directory-vendor meals.

Track B

Carer-Verified Compliance

Operational evidence. Meal prepared by a carer with a current 照護食 Adoption Champion or AI Assistant-issued certificate; or prepared using Care Food Directory Section B products at recommended dosages; or verified by AI Assistant compliance check (image + texture analysis vs IDDSI).

Baseline estimate: ~2,500 elderly at programme-participating RCHEs.

Track C

Self-Reported Family Compliance

Community-tier evidence. Meal prepared by a family caregiver who completed the AI Assistant cert pathway; self-reported via AI Assistant intake check-in.

Weighted at 0.7 of Track A/B evidence to account for self-report bias. Annual independent audit + HKU cross-validation.

Baseline estimate: ~1,500 community-dwelling elderly.

Quarterly Data Sources

Source Track Contribution Cadence
HKCSS Care Food Directory updates Track A vendor coverage Quarterly
照護食標誌 certified products in market Track A coverage Quarterly
SeniorDeli AI Assistant aggregate logs (anonymised) Track B + Track C verification counts Real-time → quarterly report
HKCSS partner RCHE programme outcomes Track B RCHE coverage Quarterly via HKCSS reporting
Hospital Authority dysphagia discharge data Denominator refinement Quarterly (if HA partnership confirmed)
HKU Swallowing Research Laboratory community studies Methodology validation + denominator triangulation Annual

Privacy: All AI Assistant aggregate logs are anonymised at source. Individual carer or elderly data never leaves device-level or partner-operator boundaries. Only aggregate counts and demographic proportions are surfaced to the Index calculation, in alignment with HKMA Privacy Commissioner guidance for health-adjacent data. Methodology is versioned: v1.0 launches Q4 2026; v2.0 planned Q4 2027 with Year 1 outcome data integration.


Index development roadmap — 2027

Four milestones establish the Index's credibility and governance infrastructure in Year 1, ahead of programme-scale adoption measurements from Q2 2027.

Q1 2027
Baseline Ratification
Q4 2026 baseline (5%) ratified jointly with HKCSS Care Food Working Group and HKU Swallowing Research Laboratory. Methodology v1.0 published as open white paper at this URL.
Q2 2027
First Quarterly Report
Q1 2027 report published at careez.org/adoption-index/q1-2027. Includes Track A/B/C breakdown, 95% CI, setting disaggregation. First live test of multi-source data feed.
Q3 2027
Expanded Methodology
Methodology v1.1 update if Hospital Authority partnership unlocks improved denominator data. Annual HKU community study cross-validation. Methodology Working Group formed.
Q4 2027
Year 1 Target: 25%
Year 1 outcome report co-authored with HKCSS and HKU. 30 RCHEs enrolled, 5,000 certified carers, 300 照護食 Adoption Champions. Q4 2027 report published and submitted to HKEX Foundation.

Co-authored, multi-institution, open governance

The Index is designed to outlive the 24-month programme and any single institution's involvement. Governance is open, reproducible methodology is published, and the data licence ensures any researcher or policy body can independently replicate the metric.

SeniorDeli · Carewells Limited
Data Operator · Index Publisher
Owns and operates the AI Assistant aggregate log pipeline (Track B + C data feeds). Primary publisher and methodology lead. HKCSS SED-registered social enterprise. careez.org
Partnership proposed
HKCSS goodlife 樂活
Track A Data Feed · Co-Steward
HKCSS Care Food Working Group manages the Care Food Directory and 照護食標誌 mark — the primary Track A data source. Proposed as Index co-steward pending HKEX IFS award confirmation.
Partnership proposed
HKU 吞嚥研究所
Methodology Validator · Academic Co-Author
HKU Swallowing Research Laboratory provides annual community study data for denominator triangulation and independent methodology validation. Proposed as co-author of methodology white paper and annual outcome reports.
Transparency notice: HKCSS goodlife and HKU Swallowing Research Laboratory partnerships are proposed and pending the HKEX Foundation × HKCSS Impact Funding Scheme 2026 award. The Index is publishable without these partnerships using SeniorDeli AI Assistant logs, HKCSS Directory public data, and HKU published studies as proxies. Confirmed partnerships upgrade methodology quality and governance credibility. Status will be updated on this page when confirmed.

Quarterly reports, open licence, reproducible methodology

All Index data is published under CC-BY-SA 4.0. Quarterly reports include the adoption rate, 95% confidence intervals, Track A/B/C breakdown, setting disaggregation, denominator basis, and a changelog of any methodology changes. Data files (CSV + JSON) accompany each HTML report.

CC-BY-SA 4.0 Open Data First-of-kind public metric for 照護食 adoption in IDDSI-implementing economies