Table 2.

Feature comparison across six burden of disease analysis platforms.

Capability	This suite	GBDa compare	GBD foresight	NCIb joinpoint	BAPC (R)	NordPred (R)
User-uploaded data accepted	Yes	No	No	Yes	Yes	Yes
Code-free interface	Yes	Yes	Yes	Yes	No	No
Open source (code available)	Yes	No	No	Partialc	Yes	Yes
Browser-deployable	Yes	Yes	Yes	No	No	No
Runs without local R install	Yesd	Yes	Yes	Partiale	No	No
EAPC computation	Yes	No	No	No	No	No
Joinpoint regression	Yes	No	No	Yes	No	No
Multimodel forecasting	Yesf	No	Partialg	No	Partialh	Partialh
Kitagawa decomposition	Yes	No	No	No	No	No
Das Gupta decomposition	Yesi	No	No	No	No	No
SIIj and RIIk inequality	Yes	No	No	No	No	No
SDIl-based frontier analysis	Yes	No	No	No	No	No
APCm visualization with net drift	Yes	No	No	No	Yes	Partialn
Batch export (Excel, figures, methods text)	Yes	Partialo	Partialo	Yes	No	No
Peer-reviewed methodology validation	Nop	Yes	Yes	Yes	Yes	Yes
Maturity/established user base	Newq	Established	Established	Established	Established	Established

^aGBD: Global Burden of Disease.

^bNCI: National Cancer Institute.

^cNCI Joinpoint binary is freely distributed, but the source is not public.

^dAccessible via shinyapps.io in any modern browser.

^eWindows desktop client only.

^fThree-model inverse root mean square error–weighted ensemble (autoregressive integrated moving average [ARIMA], ETS, NNETAR) plus three individual comparators (TBATS, Theta, Holt).

^gGBD Foresight provides Institute for Health Metrics and Evaluation (IHME)–produced forecasts only. No user-configurable models.

^hBAPC and NordPred focus on Bayesian APC forecasting for cancer incidence. Single-model approach.

ⁱActivates automatically when age-stratified number and rate data are provided.

^jSII: slope index of inequality.

^kRII: relative index of inequality.

^lSDI: sociodemographic index.

^mAPC: annual percentage change.

ⁿNordPred produces APC-structured forecasts but does not offer separate APC visualization.

^oImage export only. No multisheet workbook or structured methods text.

^pThis manuscript constitutes the first formal description. Methodology not previously peer-reviewed.

^qNew release. User base is limited at time of publication.