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. 2026 Jan 24;26:261. doi: 10.1186/s12913-026-14086-0

Table 3.

Heterogeneity in the impact of COVID-19 risk on unmet needs between households below and above the poverty line, households with and without persons with non-communicable diseases and disability

Variables Household Below poverty line Household with NCDs Household with Disability
Unmet Needsβ Coefficient (95%CI) Unmet Needsβ Coefficient (95%CI) Unmet Needsβ Coefficient (95%CI)
During Lockdownθ

-0.00

(-0.15–0.15)

-0.01

(-0.19–0.17)

-0.02

(-0.19–0.15)

Status§ × (Medium-risk vs. Low-risk)α × During Lockdownθ-0.05

(-0.33–0.22)

0.31*

(-0.00–0.63)

0.22*

(-0.04–0.48)

Status§ × (High-risk vs. Low-risk)α × During Lockdownθ

0.01

(-0.28–0.29)

0.16

(-0.22–0.54)

0.40**

(0.06–0.74)

Status§ × (Epicentre vs. Low-risk)α × During Lockdownθ -

-0.32

(-0.81–0.16)

0.74***

(0.22–1.26)

After Lockdownθ

-0.02

(-0.15–0.11)

-0.05

(-0.17–0.07)

-0.08

(-0.20–0.03)

Status§ × (Medium-risk vs. Low-risk)α × After Lockdownθ

0.07

(-0.14–0.29)

0.11

(-0.18–0.41)

0.02

(-0.23–0.26)

Status§ × (High-risk vs. Low-risk)α × After Lockdownθ

0.08

(-0.16–0.31)

0.13

(-0.19–0.45)

-0.13

(-0.43–0.17)

Status§ × (Epicentre vs. Low-risk)α × After Lockdownθ -

-0.23

(-0.61–0.16)

0.43

(-0.28–1.13)

Household Fixed Effects Yes Yes Yes
Number of oobservations 3,689 3,689 3,689
Number of households 1,509 1,509 1,509
R-squared 0.04 0.04 0.04

Notes: Estimations are based on Nigeria GHSP 2019 and 2020 NLPS Round 1

αRepresents treatment variable assigned with the value of 0 for households in the states with low-risk of COVID-19 infection (number of cases < 100) (as the control group) and 1 for households in the medium-risk (100 ≥ number of cases < 1,000), high-risk (1,000 ≥ number of cases < 10,000), or epicentre states (Lagos State with number of cases > 10,000) (as the treated groups)

θRepresents three periods: before lockdown (January–February 2019), during lockdown (April-May 2020) and after lockdown (June–August 2020). In the difference-in-differences estimation, the period before lockdown is the base period

§Represents each category of households: households below the poverty line, households with non-communicable diseases, and households with disability

P values: *** p < 0.01, ** p < 0.05, * p < 0.10

β95% CIs are shown in parentheses

Robust standard errors were clustered at the enumeration area (EA)