A²I™ · Equity Intelligence

Landscape Gap Report

Equity evidence gaps across PTAC decisions — where equity-specific evidence was absent, which populations were affected, and what forward evidence would have supported funded access.

3

decisions with absent equity evidence

1.9%

overall equity absent rate

158

decisions with equity signal reviewed

Te Tiriti o Waitangi and PHARMAC's equity obligations

PHARMAC's statutory framework embeds Te Tiriti obligations, requiring that funding decisions consider equitable access for Māori. A decision that proceeds without equity-specific evidence may still be funded — but the absence of this data creates material risk that access criteria will disproportionately exclude high-need populations. This report surfaces where that gap exists across the PTAC corpus.

Equity gap signals by therapy area and population

Therapy AreaPopulationDecisionsEquity evidence absentAbsent rateCommon evidence gaps
DiabetesMāori + Pasifika22100.0%
Equity evidence gap
OtherMāori + Pasifika4125.0%
Low certaintyEquity evidence gap
Rare DiseaseGeneral population800.0%
Absent evidenceLow certainty
ImmunologyGeneral population3200.0%
Low certaintyAbsent evidence
DiabetesGeneral population400.0%
Low certaintyAbsent evidence
Mental HealthGeneral population300.0%
Low certainty
OtherElderly (65+)400.0%
Low certainty
OtherGeneral population3100.0%
Low certaintyAbsent evidence
NeurologyGeneral population1500.0%
Low certainty
CardiovascularGeneral population800.0%
Low certainty
RespiratoryGeneral population900.0%
Low certaintyAbsent evidence
OncologyGeneral population2700.0%
Low certaintyIndirectness mismatchAbsent evidence
OtherPaediatric200.0%
Low certainty
Rare DiseasePaediatric900.0%
Absent evidence

Forward evidence signals by therapy area

Diabetes

Māori + Pasifika · 2 absent / 2 totalGeneral population · 0 absent / 4 total
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Forward Evidence Signal — Māori + Pasifika

2 of 2 decisions in Diabetes for multiple populations lacked equity-specific evidence. Common gaps: equity_evidence_gap. Forward signals indicate need for real-world NZ registry data and ethnicity-stratified outcomes.

Forward Evidence Signal — General population

0 of 4 decisions in Diabetes for general populations lacked equity-specific evidence. Common gaps: low_certainty_evidence, absent_evidence. Forward signals indicate need for real-world NZ registry data and ethnicity-stratified outcomes.

Other

Māori + Pasifika · 1 absent / 4 totalElderly (65+) · 0 absent / 4 totalGeneral population · 0 absent / 31 totalPaediatric · 0 absent / 2 total
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Forward Evidence Signal — Māori + Pasifika

1 of 4 decisions in Other for multiple populations lacked equity-specific evidence. Common gaps: low_certainty_evidence, equity_evidence_gap. Forward signals indicate need for real-world NZ registry data and ethnicity-stratified outcomes.

Forward Evidence Signal — Elderly (65+)

0 of 4 decisions in Other for elderly populations lacked equity-specific evidence. Common gaps: low_certainty_evidence. Forward signals indicate need for real-world NZ registry data and ethnicity-stratified outcomes.

Forward Evidence Signal — General population

0 of 31 decisions in Other for general populations lacked equity-specific evidence. Common gaps: low_certainty_evidence, absent_evidence. Forward signals indicate need for real-world NZ registry data and ethnicity-stratified outcomes.

Forward Evidence Signal — Paediatric

0 of 2 decisions in Other for paediatric populations lacked equity-specific evidence. Common gaps: low_certainty_evidence. Forward signals indicate need for real-world NZ registry data and ethnicity-stratified outcomes.

Rare Disease

General population · 0 absent / 8 totalPaediatric · 0 absent / 9 total
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Forward Evidence Signal — General population

0 of 8 decisions in Rare Disease for general populations lacked equity-specific evidence. Common gaps: absent_evidence, low_certainty_evidence. Forward signals indicate need for real-world NZ registry data and ethnicity-stratified outcomes.

Forward Evidence Signal — Paediatric

0 of 9 decisions in Rare Disease for paediatric populations lacked equity-specific evidence. Common gaps: absent_evidence. Forward signals indicate need for real-world NZ registry data and ethnicity-stratified outcomes.

Immunology

General population · 0 absent / 32 total
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Forward Evidence Signal — General population

0 of 32 decisions in Immunology for general populations lacked equity-specific evidence. Common gaps: low_certainty_evidence, absent_evidence. Forward signals indicate need for real-world NZ registry data and ethnicity-stratified outcomes.

Mental Health

General population · 0 absent / 3 total
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Forward Evidence Signal — General population

0 of 3 decisions in Mental Health for general populations lacked equity-specific evidence. Common gaps: low_certainty_evidence. Forward signals indicate need for real-world NZ registry data and ethnicity-stratified outcomes.

Neurology

General population · 0 absent / 15 total
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Forward Evidence Signal — General population

0 of 15 decisions in Neurology for general populations lacked equity-specific evidence. Common gaps: low_certainty_evidence. Forward signals indicate need for real-world NZ registry data and ethnicity-stratified outcomes.

Cardiovascular

General population · 0 absent / 8 total
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Forward Evidence Signal — General population

0 of 8 decisions in Cardiovascular for general populations lacked equity-specific evidence. Common gaps: low_certainty_evidence. Forward signals indicate need for real-world NZ registry data and ethnicity-stratified outcomes.

Respiratory

General population · 0 absent / 9 total
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Forward Evidence Signal — General population

0 of 9 decisions in Respiratory for general populations lacked equity-specific evidence. Common gaps: low_certainty_evidence, absent_evidence. Forward signals indicate need for real-world NZ registry data and ethnicity-stratified outcomes.

Oncology

General population · 0 absent / 27 total
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Forward Evidence Signal — General population

0 of 27 decisions in Oncology for general populations lacked equity-specific evidence. Common gaps: low_certainty_evidence, indirectness_mismatch, absent_evidence. Forward signals indicate need for real-world NZ registry data and ethnicity-stratified outcomes.

Understanding this report

This landscape is generated from PTAC meeting records spanning 2019–2025. "Equity evidence absent" means no ethnicity-stratified outcome data, Māori or Pacific patient cohort analysis, or equity access impact assessment was present in the submission at the time of the PTAC decision. It does not imply the medicine is ineffective for these populations — only that the evidence was not presented.