Table 9

Heterogeneity effect of P4P

VariableˆNDifference-in-difference, short-term effectDifference-in-difference, long-term effect
Beta* (p value)Beta* (p value)
Outcome 1: facility-based delivery coverage
 P4P effect × tercile 1 (poorest population)*87288.91 (0.009)7.84 (0.009)
 P4P effect × tercile 2 (middle wealth)*87285.56 (0.065)0.82 (0.734)
 P4P effect in public facility × tercile 1 (poorest)*872810.8 (0.007)11.2 (0.005)
 P4P effect in public facility × tercile 2 (middle wealth)*87283.2 (0.365)1.19 (0.722)
 P4P effect × public facility4454.12 (0.405)1.50 (0.756)
 P4P effect × dispensary facility4451.63 (0.723)1.40 (0.717)
 P4P effect × with available utilities450−2.99 (0.534)1.19 (0.774)
 P4P effect × low availability of drugs&4354.59 (0.317)2.49 (0.564)
 P4P effect × lower baseline performer45012.3 (0.005)4.42 (0.208)
 P4P effect × rural facilities4459.07 (0.046)7.48 (0.097)
Outcome 2: IPT2 coverage
 P4P effect × tercile 1 (poorest population)*73620.61 (0.903)6.07 (0.228)
 P4P effect × tercile 2 (middle wealth)*73625.05 (0.263)7.05 (0.112)
 P4P effect × public facility4453.62 (0.704)3.62 (0.679)
 P4P effect × dispensary facility445−9.14 (0.137)−6.20 (0.368)
 P4P effect × with available utilities450−0.99 (0.875)9.10 (0.201)
 P4P effect × low availability of drugs&435−1.75 (0.777)−7.32 (0.283)
 P4P effect × lower baseline performer4507.62 (0.127)5.24 (0.389)
 P4P effect × rural facilities4454.64 (0.574)−0.89 (0.925)
  • *All specifications lead to an estimated beta showing percentage point change after controlling for a year dummy, facility-fixed effects and facility-level covariates (availability of utilities and wealth status of the catchment population).

  • &Availability of drugs include 37 drugs and vaccines, and analysis used a dummy variable classified in each arm separately based on baseline availability distribution (=1 for availability below the median/bottom half and 0, otherwise)

  • ˆreference category in brackets: public (vs non-public), dispensary (vs health centre and hospital), with electricity and water supply at baseline (vs none), baseline availability of drugs below the median/in bottom half (vs top half), baseline lower performer/below the median (vs higher performer), rural (vs urban district) and poorest/middle wealth (vs least poor).

  • *Data from household survey.

  • IPT, intermittent presumptive treatment; P4P, payment for performance.