Key Takeaways
- Inflation tripled in one year: Consumer price inflation in Pakistan surged from approximately 9.0% in September 2021 to 27.3% in August 2022, according to government data.[1]
- Food prices rose even faster: Food inflation reached 30.2% in rural areas and 28.8% in urban areas by August 2022, disproportionately affecting households that spend the largest share of their income on food.[1]
- The poor spend nearly half their income on food: According to HIES 2018-19 data, the poorest 10% of households spend 49.2% of their budget on food, compared to 28.4% for the richest 10%. This means the poor experience effectively higher inflation when food prices spike.[2]
- World Bank projections suggested declining poverty before the floods: The projected poverty rate at $3.65/day (2017 PPP) fell from 39.1% in FY21 to 36.4% in FY22. However, these are projections based on GDP growth, not survey-measured actuals.[1]
- Floods threatened to reverse poverty gains: The World Bank estimated that the 2022 floods could push an additional 5.8 to 9.0 million people into poverty, potentially increasing the national poverty rate by 2.5 to 4.0 percentage points.[1]
Pakistan's Inflation Crisis in Context
In 2022, Pakistan experienced one of its most severe inflation episodes in recent history. Average consumer price inflation reached 12.2% for fiscal year 2022 (July 2021 to June 2022), an eleven-year high.[1] But the annual average obscures an alarming acceleration: by August 2022, year-on-year inflation had surged to 27.3%.[1]
This inflation surge came from multiple directions simultaneously. Global commodity prices spiked following Russia's invasion of Ukraine. Domestic currency depreciation raised the cost of imports. And the government's attempts to phase out energy subsidies pushed fuel and electricity prices sharply higher.
But inflation is not experienced equally across society. This article examines how the 2022 inflation crisis disproportionately affected Pakistan's poorest households, and how catastrophic floods in August 2022 compounded the crisis by threatening to push millions more into poverty.
Monthly CPI Inflation: September 2021 vs August 2022
Year-on-year consumer price inflation (%)
Source: Pakistan Bureau of Statistics via World Bank PDU October 2022
Why Inflation Hits the Poor Harder
The impact of inflation depends not just on how fast prices rise, but on what people buy. A household that spends most of its income on food will feel food price increases far more acutely than a household that spends most of its income on education or entertainment.
Data from Pakistan's Household Integrated Economic Survey (HIES) 2018-19 illustrates this starkly. The poorest 10% of households (decile 1) spend 49.2% of their budget on food, while the richest 10% (decile 10) spend just 28.4%.[2] When we add housing, health, and education, the poorest families allocate roughly 72% of their budget to basic necessities.[1]
This difference in consumption patterns creates what economists call "inflation inequality." When food and energy prices rise faster than overall inflation, the poor experience effectively higher inflation than the rich, even though both groups face the same nominal price increases.
Food Budget Share by Income Decile
Percentage of household budget spent on food
Source: World Bank staff calculations from HIES 2018-19
Note on data vintage: These consumption patterns are based on HIES 2018-19, which predates both the COVID-19 pandemic and the 2022 inflation surge. Consumption patterns may have shifted since then, but no more recent survey data is publicly available.
The 2022 Inflation Breakdown: Food and Energy Led the Surge
The 2022 inflation crisis was driven primarily by food and energy prices, the categories where the poor spend the largest share of their income.
Food Inflation
Food prices rose dramatically throughout 2022. By August 2022, food inflation had reached 30.2% year-on-year in rural areas and 28.8% in urban areas.[1] These rates exceeded headline inflation (27.3%), meaning food was rising faster than overall prices.
For a household spending half its income on food, a 30% increase in food prices effectively means a 15% reduction in real purchasing power from food costs alone, before accounting for increases in other categories.
Energy Inflation
Energy prices rose even faster in proportional terms. By August 2022, energy inflation had reached 80.7% year-on-year in urban areas and 67.8% in rural areas.[1] This reflected the government's partial withdrawal of fuel and electricity subsidies as part of an IMF-supported stabilization program.
The irony is that energy subsidies, which were politically popular, had been highly regressive. Richer households consume more electricity and fuel in absolute terms, so they captured a larger share of subsidy benefits. Replacing blanket subsidies with targeted cash transfers to the poor would be more equitable, though politically more difficult.
Inflation by Component, August 2022
Year-on-year inflation (%) by urban and rural areas
Source: Pakistan Bureau of Statistics via World Bank PDU October 2022
Core Inflation
Core inflation, which excludes volatile food and energy prices, also rose but more modestly. By August 2022, core inflation reached 13.8% in urban areas and 16.5% in rural areas.[1] This still represents a substantial increase from FY21 levels (6.0% urban, 7.6% rural) but indicates that the headline inflation spike was primarily driven by food and energy rather than broad-based price pressures.
Measuring Inflation Inequality: The Decile Gap
World Bank staff calculations combining HIES consumption patterns with PBS price data estimate that the poorest decile experienced inflation approximately 1 percentage point higher than the richest decile.[1] This may seem like a small difference, but it compounds over time and comes on top of already lower real incomes.
This "inflation inequality gap" emerges directly from the consumption pattern differences discussed above. When food inflation (affecting 49% of poor households' spending) runs higher than core inflation (affecting a larger share of rich households' spending), the poor face higher effective inflation rates.
Caveat: This calculation uses HIES 2018-19 consumption weights applied to 2022 prices. If poor households changed their consumption patterns in response to price changes (for example, by substituting cheaper foods), the actual gap may differ. However, such substitution often comes with hidden costs, including reduced nutritional quality.
Poverty Trends: Projections and Uncertainty
Understanding poverty trends during this period requires careful attention to data limitations.
What the Survey Data Shows (Through 2018)
The most recent survey-based poverty estimate for Pakistan comes from HIES 2018, which found that 39.84% of the population lived below the $3.65/day poverty line (2017 PPP).[3] This represents the lower-middle income poverty threshold.
The long-term trend has been positive. Pakistan's poverty rate at this threshold fell from roughly 90% in 1987 to about 40% in 2018, reflecting three decades of economic development.[3]
Pakistan Poverty Rate, 1987-2018
Poverty headcount at $3.65/day (2017 PPP), % of population
Source: World Bank Poverty and Inequality Platform. Survey-based estimates only.
What the Projections Suggest (FY21-FY22)
For more recent years, only World Bank staff projections are available, not survey-measured data. These projections estimate that the poverty rate fell from 39.1% in FY21 to 36.4% in FY22, driven by strong GDP growth in FY22.[1]
Important: These are model-based projections that assume poverty moves with GDP growth. They do not capture the distributional effects of inflation, which may have offset some poverty reduction gains. They also do not reflect the impact of the August 2022 floods.
The 2022 Floods: A Poverty Multiplier
In August and September 2022, Pakistan experienced catastrophic flooding that affected approximately 33 million people, destroyed crops, damaged infrastructure, and displaced millions from their homes. The floods came on top of the ongoing inflation crisis, creating a compound disaster.
The World Bank estimated that the floods could increase the national poverty rate by 2.5 to 4.0 percentage points, potentially pushing an additional 5.8 to 9.0 million people into poverty.[1]
These estimates were preliminary, based on rapid assessments rather than household survey data. The actual poverty impact may have been higher or lower depending on the effectiveness of relief efforts and the pace of recovery.
The floods disproportionately affected Sindh and Balochistan provinces, which already had higher poverty rates than the national average. This geographic concentration means the poverty impact was likely severe in affected areas even if the national average change appeared modest.
Policy Response: From Subsidies to Targeted Transfers
The 2022 crisis highlighted the limitations of Pakistan's traditional approach to protecting the poor through price subsidies. Blanket subsidies on fuel and electricity benefit richer households more in absolute terms, since they consume more of these goods.
The government expanded the Benazir Income Support Programme (BISP), Pakistan's main cash transfer program, from 4.9 million beneficiary households in December 2021 to 8 million by June 2022.[1] This represented a significant expansion of targeted social protection, though coverage still fell short of reaching all poor and vulnerable households.
The shift from blanket subsidies to targeted transfers is economically sensible but politically challenging. Subsidies benefit a broad coalition including middle-class voters, while targeted transfers concentrate benefits on the poor who have less political voice.
What the Data Cannot Tell Us
Poverty estimates are projections, not measurements. The FY21 and FY22 poverty figures are World Bank projections based on GDP growth, not actual household survey data. The most recent survey data is from 2018. This means we cannot precisely measure how the 2022 inflation surge and floods affected poverty.
Consumption patterns may have changed. The analysis of how inflation affects different income groups relies on HIES 2018-19 consumption patterns. Households may have changed their spending in response to COVID-19, inflation, or other shocks since then. Updated survey data would be needed to verify current consumption patterns.
Quality substitution is not captured. When prices rise, households often substitute to cheaper goods. A family might switch from meat to lentils, or from branded to generic products. This substitution mitigates some of the measured inflation impact but may come with costs (reduced nutrition, lower quality) that are not reflected in inflation statistics.
Coping mechanisms have hidden costs. Households facing economic stress may pull children from school, sell productive assets, reduce healthcare spending, or take on debt. These coping strategies have long-term consequences that are not captured in short-term poverty statistics.
Geographic variation is hidden. The available data is national-level. Poverty and inflation impacts likely varied substantially across provinces and districts, particularly given the geographic concentration of flood damage. District-level analysis would require data that is not publicly available.
The informal economy is underrepresented. Many poor households transact in informal markets where price movements may differ from official CPI data. The true inflation experienced by the poor may be higher or lower than official statistics suggest.
Data Notes
- World Bank Pakistan Development Update, October 2022. "Inflation and the Poor." Source for poverty projections (FY21, FY22), inflation components, flood impact estimates, and BISP data. Note: Poverty projections are model-based, not survey-measured. Citation: World Bank (2022). Pakistan Development Update: Inflation and the Poor. October 2022. worldbank.org
- HIES 2018-19. Household Integrated Economic Survey. Source for consumption patterns by income decile (e.g., poorest decile spends 49.2% on food). Data accessed via World Bank staff calculations cited in PDU October 2022. Note: This survey predates COVID-19 and the 2022 inflation surge. Confidence level: LOW (requires HIES microdata for full verification).
- World Bank Poverty and Inequality Platform (PIP). Indicator: Poverty headcount ratio at $3.65/day (2017 PPP). Data type: Survey-based estimates through 2018. Accessed: 2026-02-22. pip.worldbank.org
- Pakistan Bureau of Statistics (PBS). Primary source for monthly CPI data by component (food, energy, core) and by area (urban, rural). Data cited via World Bank PDU October 2022. Direct PBS verification recommended for highest confidence.
- PPP methodology note. Poverty estimates use the 2017 Purchasing Power Parity (PPP) methodology, which revised international poverty lines. The lower-middle income line is $3.65/day in 2017 PPP terms. Earlier estimates used 2011 PPP ($3.20/day line). This affects comparability with older statistics.
- Fiscal year definition. Pakistan's fiscal year runs from July to June. FY22 refers to July 2021 through June 2022. World Bank calendar year data differs from Pakistan fiscal year data; both are used in this analysis with clear labeling.
- Confidence levels. Poverty headcount projections: MEDIUM. CPI inflation FY22 average: MEDIUM. Monthly inflation components (Aug 2022): MEDIUM. Budget shares by decile: LOW. Flood poverty impact: MEDIUM.