Tuesday, July 7, 2026

Pakistan Needs to Address Its Significant Data Quality Challenges

Policy-makers need data to formulate good policies. Good data produced by government agencies can be expected to lead to good policies and desirable outcomes. But data collection and statistical analyses require adequate methodologies and resources. Unfortunately, Pakistan's data quality gets a "C" grade by international agencies like the International Monetary Fund (IMF). Clearly the country faces significant data quality challenges.  These challenges range from estimation of the size and scope of the informal economy and electricity demand/consumption to education and nutrition.  Here are some examples of where the Pakistan Bureau of Statistics (PBS) data differs sharply from what is being reported by non-government groups: 





1. Gross Domestic Product:

A large chunk of Pakistan's economy is not documented. The PBS seems to be failing in making even the most rudimentary estimates of it. A 2024 joint study of the International Labor Organization and the Small and Medium Enterprise Development Authority  (SMEDA) estimated Pakistan's undocumented economy at $457 billion. While other South Asian nations, particularly Bangladesh and India, do include estimated undocumented GDP figures in their official GDP, Pakistan's official GDP figures do not include such estimates. If the Pakistani government decides to include estimates of the informal economy in its official figures, the country's GDP would jump to $1,059  billion in market exchange terms and over $4,000 billion in PPP terms. 


Pakistan's Total GDP, including Undocumented, Estimated at over $1 Trillion


2. Electricity Consumption:

Electricity demand and consumption are very important indicators of socioeconomic development in any country. Unfortunately, the PBS is failing to comprehend the scale of solarization and energy consumption in Pakistan. The country is experiencing soaring demand for electricity across all of the sectors of its economy. The new demand is being met by rapidly growing deployment of distributed solar, estimated at 38 GW as of June, 2025. In 2025, 44% of solar deployment was residential, followed by industry (26%), agriculture (21%) and commercial users (9%). The expansion of distributed solar has enhanced electrification across the economy, lifting Pakistan's electrification rate to 21.7% in FY2025 from 17% in FY2023, close to the global average of 22%. This surge to over 200 terawatt-hours of electricity is not reflected in official data, according to a report by Ember Energy titled "The solarization of Pakistan's energy economy". 


3. Out of School Children:

The Annual Status of Education Report (ASER) Pakistan 2025 national report, officially released on March 26, 2026, shows that the number of "Out of School Children" (OOSC) aged 6-16 years in Pakistan is now 5 million, not 25 million generally reported.  "The findings on access are encouraging. Enrollment levels are high, with 92.2 percent of children aged 6–16 in school and only 7.7 percent out of school", says the ASER Pakistan 2025 report. ASER Pakistan is a citizen-led initiative, primarily led by Idara-e-Taleem-o-Aagahi (ITA) in collaboration with various national and international partners to promote foundational learning. It also works closely with over 10,000 volunteers and numerous local civil society organizations such as the Aga Khan Foundation (AKF), PAL Network (People's Action for Learning),  UNESCO and federal and provincial government departments in Pakistan. 


4. Pakistan Household Survey:

The HIES 2024-25 household integrated economic survey by Pakistan Bureau of Statistics (PBS) raises more questions than it answers. For example, it shows that Pakistani households are buying lower amounts of basic food ingredients like wheat, meat and eggs in the last four years, implying that people are eating less to cover other expenses, like electricity and gas. But it doesn't explain why the households have reported significantly lower purchases of these items than production reported recently by the PBS. What is the source of this discrepancy? Is the data flawed? Or, is it missing a new trend toward less home cooking? Is the young urbanized population buying more  prepared foods? Are they ordering out more often using ubiquitous food delivery services?  

Summary: 

Clearly, the Pakistan Bureau of Statistics (PBS) faces significant data quality challenges in areas such as the size of the informal economy to electricity consumption, education and nutrition. 

To keep up with the demands of modern governance, the PBS needs to carry out substantial reforms aimed at improving transparency, quality, and data credibility. The reliability of national indicators such as GDP, electricity consumption, education and nutrition is critical not only for local policy but also for global perception and investor confidence. It also requires additional funding for new technology, increased expertise in field offices and more enumerators in the field to collect data. The PBS's current annual budget of Rs. 5.1 billion (US$18 million) for a population of over 250 million people is not enough to do justice. 

13 comments:

Anonymous said...

Pakistan is not “secretly” a rich, trillion‑dollar economy; the blog you cited relies on optimistic, selective assumptions and ignores hard macro indicators like exports, tax capacity, poverty, and repeated IMF dependence, all of which point to a fragile, lower‑middle‑income economy rather than hidden prosperity.

Below is a structured critique of the blog’s argument.

## What the blog actually claims

The blog starts from a joint ILO–SMEDA estimate that Pakistan’s undocumented (“informal”) economy was about 457 billion US dollars in 2023, and asserts this was larger than Pakistan’s official GDP of roughly 340 billion dollars that year.[5][6][7]
It then simply adds the two numbers to get a “real GDP” of 797 billion dollars for 2023, and extrapolates forward: with official GDP projected at 452 billion dollars in 2025–26, it assumes the informal sector grew at the same rate and reaches an informal GDP of 607 billion dollars, giving a headline “over one trillion dollars” nominal GDP.[5]
The article further claims that, in purchasing‑power‑parity (PPP) terms, Pakistan’s total economy (formal + informal) is “over 4 trillion” dollars and implies a PPP GDP per capita above 16,000 dollars—roughly triple mainstream estimates.[8][5]

## Official GDP and PPP reality

By contrast, standard sources using official national accounts show Pakistan’s nominal GDP in 2024 at about 373 billion US dollars, and roughly 407 billion in 2025—an order of magnitude below one trillion.[9][10][1]
On a PPP basis, Pakistan’s total GDP in 2024 is around 1.57 trillion international dollars, with PPP GDP per capita about 5,500–5,600 dollars, not 16,000.[11][12][8]
That PPP per‑capita figure places Pakistan clearly in the lower‑middle‑income bracket globally and well below both the world average PPP per‑capita (~27,000 dollars) and the levels seen in genuinely “wealthy” economies.[8]

## Informal economy: large, but not hidden riches

There is broad agreement that Pakistan has a large informal economy, but estimates vary widely—from roughly 30–40% of total GDP in some ILO/SMEDA and World Bank–linked studies, up to ~59% in certain think‑tank papers using more aggressive methodologies.[6][7][13][14][15]
Crucially, these studies are themselves approximations; they do not convert directly into an official, spendable “hidden” GDP figure, and using the highest‑end estimate and then assuming it grows identically to the formal sector, as the blog does, is methodologically weak.[14][5]
Even if one took a high estimate—say informal activity at 40–50% of total—combining that with Pakistan’s observed official GDP still yields a total economy in the 550–700 billion‑dollar range, not a clean, well‑documented trillion‑dollar economy with state capacity and tax coverage to match.[15][1]

## Structural weakness contradicts “secretly wealthy”

If Pakistan were truly a one‑trillion‑dollar economy in market‑exchange terms with something like 16,000 dollars PPP per‑capita, you would expect to see strong export performance, robust fiscal capacity, healthy reserves, and low poverty—not chronic balance‑of‑payments crises and serial rescues.

Riaz Haq said...


Anon: “Pakistan is not “secretly” a rich, trillion‑dollar economy; the blog you cited relies on optimistic, selective assumptions and ignores hard macro indicators like exports, tax capacity, poverty, and repeated IMF dependence, all of which point to a fragile, lower‑middle‑income economy rather than hidden prosperity”


Pakistan economy is largely a domestic service-based local currency economy in which most transactions occur in cash. It does not depend on US$. It does not depend on exports but it does need US$ mainly for energy imports. The country is working on reducing its imported energy needs as seen in its massive deployment of hydro, solar, nuclear and domestic coal. The unfortunate part is that the PBS stats do not reflect these realities. Therefore the policymakers do not get an accurate picture to formulate good policies.

Riaz Haq said...

Pakistan's Solar Boom Is Rewriting the Global South's Economic Development

https://youtu.be/EKJqOh2hqmA?is=nkcpeipDe4CJKrO0

In just two years, the country installed an astonishing 27 GW of distributed solar—roughly equivalent to the capacity of every coal, gas and oil power plant ever built in Pakistan. The result isn't simply more renewable energy. It's the rapid electrification of homes, farms, businesses and industry, powered by some of the cheapest solar panels ever manufactured.

Ember's Dave Jones explains why Pakistan's experience could become the blueprint for dozens of developing countries. We discuss cheap Chinese solar, electrification, batteries, economic development, LNG demand, EVs and why distributed energy may allow the Global South to leapfrog the fossil-fuel model that powered the industrial revolution.

If Pakistan is the first large-scale proof that distributed solar can transform an economy, the implications reach far beyond South Asia.

I think this framing better reflects the interview's central argument: this isn't primarily a climate story—it's an economic development story driven by disruptive technology. That theme comes through repeatedly in the discussion.

Riaz Haq said...

Saudi Arabia, UAE drive Pakistan remittances to record $41.6bn
Overseas Pakistanis send 8.6% more in FY26 as Gulf nations retain top spot


https://gulfnews.com/world/asia/pakistan/saudi-arabia-uae-drive-pakistan-remittances-to-record-416bn-1.500602356


Dubai: Pakistan received a record $41.6 billion in workers’ remittances during fiscal year 2025-26, with Saudi Arabia and the United Arab Emirates accounting for nearly half of the total inflows, underscoring the Gulf’s continued importance to the country’s economy and external finances.
Data released by the State Bank of Pakistan (SBP) on Thursday showed remittances rose 8.6% year-on-year from $38.3 billion in FY25. Saudi Arabia remained the largest source of inflows, contributing $9.78 billion, followed by the UAE at $8.81 billion, the United Kingdom at $6.33 billion and European Union countries at $5.23 billion.

Monthly remittances stood at $3.5 billion in June, up 2% from the same month last year but 18.3% lower than May’s record $4.25 billion, which analysts attributed to a high base following Eid-related transfers.


Biggest source
In June alone, Saudi Arabia remained the biggest source of remittances, with overseas Pakistanis sending $829.6 million, followed closely by the UAE at $792.2 million. The UK contributed $514.9 million, while remittances from the United States totalled $296.8 million.
Khurram Shehzad, adviser to Pakistan’s prime minister, described the annual inflow as a historic milestone.

“This historic milestone reflects the unwavering confidence of overseas Pakistanis and reinforces Pakistan’s external sector resilience, stronger foreign exchange buffers and improving macroeconomic fundamentals,” he tweeted.
Dr Khaqan Najeeb, former adviser to Pakistan’s Ministry of Finance, said the record remittance inflows continued to provide a crucial cushion for the country’s external sector. “Workers’ remittances remained a key source of external sector resilience in FY2025-26, reaching a record $41.6 billion, up 8.6% over the previous year,” he said.
Strong performace
“While inflows eased to $3.5 billion in June due to seasonal factors, they still grew 2% year-on-year, reflecting the continued support of overseas Pakistanis.” He added that Pakistan must boost exports, productivity and investment to ensure remittances complement a more competitive, investment-led economy.
The strong remittance performance comes as Pakistan’s external sector continues to improve. SBP Governor Jameel Ahmad said the country’s current account was expected to post a slight surplus for FY26, supported by robust remittances and services exports despite higher imports.

For the first 11 months of FY26, Pakistan recorded a current account surplus of $255 million, with final figures for the fiscal year expected to remain in positive territory.

Riaz Haq said...

World Bank Boosts Pakistan's Grid for Reliable Clean Energy

https://www.miragenews.com/world-bank-boosts-pakistans-grid-for-reliable-1707915/#google_vignette

WASHINGTON, July 09, 2026 - The World Bank's Board of Executive Directors today approved US$375.9 million in financing for Pakistan's Grid Stability Enhancement Project, to strengthen its national power transmission network under the Boosting Energy Security through Transmission in Pakistan (BEST-PAK) Multiphase Programmatic Approach (MPA). The Project is the first phase of a 10-year program to help Pakistan modernize its electricity transmission network, reduce power outages, and bring more clean energy to homes, businesses, and industries.

"Pakistan's energy challenges are deeply interconnected with its broader economic stability," said Bolormaa Amgaabazar, World Bank Country Director for Pakistan. "By investing in advanced technologies for more resilient transmission infrastructure, this project will contribute to reducing electricity costs, bring more renewable energy onto the grid, and lay the groundwork for a power sector that works better for households, businesses and industries, as well as overall Pakistan's economy."

Pakistan's electricity network has long struggled with grid instability and transmission bottlenecks that limit the delivery of reliable power and leave clean energy generation underutilized. These constraints affect millions of Pakistanis every day through frequent outages, higher electricity costs, and lost economic opportunities.

The project will install advanced equipment to stabilize the transmission grid and improve the flow of electricity at key substations. This includes Static Synchronous Compensators, or STATCOMs, - at three major 500 kV substations, as well as fixed reactors and capacitor banks across 26 grid substations. These upgrades will help bring 640 MW of currently curtailed wind energy onto the grid, enabling the full use of 1,840 MW of wind capacity in southern Pakistan by moving power to major demand centers. They will also support the integration of approximately 491 MW of planned private sector-led renewable energy projects. Together, these improvements will help Pakistan move toward its national commitment of achieving 60 percent renewable energy in its electricity mix by 2030, in line with the country's Nationally Determined Contribution under the Paris Agreement. Over its lifetime, the project is expected to avoid approximately 832,500 tons of CO₂ emissions each year, or more than 20.8 million tons cumulatively over 25 years.

"A reliable and modern transmission grid is essential for Pakistan's energy future," said Waleed Saleh Alsuraih, Lead Energy Specialist for the World Bank's BEST‑PAK program in Pakistan. "As the first phase of the BEST-PAK program, it unlocks a pathway to large-scale clean energy deployment, stronger energy security, and a modern, commercially oriented transmission sector through targeted infrastructure investments and institutional reforms, creating the conditions for future private capital participation."

The project also advances the Government's ongoing transmission-sector reform agenda, centered on the restructuring of National Transmission & Dispatch Company (NTDC) into specialized successor entities. Drawing on relevant international experience adapted to Pakistan's needs, it supports faster implementation of reforms designed to strengthen governance, accountability, operational performance, and the long-term sustainability of the power sector.

Pakistan is among the countries most exposed to climate-related risks, including river and urban flooding and extreme heat events. The project's design accounts for these realities, by requiring all new installations to meet climate-resilient specifications, including elevated platforms above ground to mitigate flood exposure and equipment designed to operate in temperatures of up to 55°C. These measures will help ensure reliable performance during monsoon seasons and heatwaves.

Riaz Haq said...

Pakistan's Solar Boom Is Rewriting the Global South's Economic Development

https://youtu.be/EKJqOh2hqmA?is=nkcpeipDe4CJKrO0

Pakistan has quietly become one of the world's most important energy stories.

In just two years, the country installed an astonishing 27 GW of distributed solar—roughly equivalent to the capacity of every coal, gas and oil power plant ever built in Pakistan. The result isn't simply more renewable energy. It's the rapid electrification of homes, farms, businesses and industry, powered by some of the cheapest solar panels ever manufactured.

Ember's Dave Jones explains why Pakistan's experience could become the blueprint for dozens of developing countries. We discuss cheap Chinese solar, electrification, batteries, economic development, LNG demand, EVs and why distributed energy may allow the Global South to leapfrog the fossil-fuel model that powered the industrial revolution.

If Pakistan is the first large-scale proof that distributed solar can transform an economy, the implications reach far beyond South Asia.

I think this framing better reflects the interview's central argument: this isn't primarily a climate story—it's an economic development story driven by disruptive technology. That theme comes through repeatedly in the discussion.

------------

Refrigerator Sales Surge in Pakistan

Pakistan's refrigerator market accounts for ~56% of the country's major household appliances sector. Market penetration sits around 51-56%, with unit sales expected to surge 20% to 339,000 units in CY26. Industry leaders include Haier, Dawlance, Pak Elektron Limited (PAEL), and Waves.

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EV Sales Surge in Pakistan

Electric vehicle adoption in Pakistan is exploding in the two-wheeler sector due to soaring fuel costs and the new Pakistan Accelerated Vehicle Electrification (PAVE) program. Electric-bike registrations surged by 322% year-on-year with cumulative sales reaching 125,511 units by May, capturing over 10% of the monthly two-wheeler market.

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Air conditioner (AC) Sales Surge in Pakistan

Pakistan's air conditioning sector represents a massive market estimated at Rs 190 billion annually. However, in June 2026, the industry experienced a supply glut as delayed summer rains and later heatwaves caused consumer demand to lag behind aggressive manufacturer production targets.

Riaz Haq said...

The man­u­facturing sector performed strongly, posting an expansion of 6.6 per cent in 2025-26 compared with 2pc in the preceding year.

https://www.dawn.com/news/2007197

This improvement was primarily driven by a 6.5pc rebound in Large-Scale Manufacturing (LSM), 8.5pc surge in Small-Scale Manu­facturing (SSM), and 6.2pc growth in slaughtering.

The manufacturing and mining sectors are critical to Pakistan’s industrial base and jointly contribute 13.5pc to GDP. Within manufacturing, LSM plays a dominant role, accounting for 67.4pc of the sector and 8.2pc of GDP, followed by SSM and slaughtering, which contribute 2.5pc and 1.4pc to GDP, respectively.

However, the mining and quarrying sector posted a modest growth of 0.4pc in FY26, indicating a gradual recovery in extraction activities.


The survey has highlighted that LSM grew by 6.5pc during July-March 2025-26, indicating a broad-based revival in industrial activity, compared to a 1.9pc contraction in the same period last year, which was primarily a continuation of the contraction that began in FY23 due to import restrictions.

In March alone, LSM expanded by 11.1pc, compared with a contraction of 2.4pc a year ago.

Automobile sector

The survey said that the auto industry showed growth across all sectors during July-March FY26, except for farm tractor sector, where production and sales were down by 8pc and 13pc, respectively. Additionally, wartime conditions have significantly increased costs for local tractor OEMs.

The survey highlighted that the auto sector had seen rising investment and was adopting new technologies, and that the industry was well-positioned to maintain its growth trajectory.

Riaz Haq said...

The following is a fintech and wider digital economic development view of the South Asian nation of Pakistan in 2026.

By Richie Santosdiaz

https://thefintechtimes.com/fintech-landscape-of-pakistan-in-2026/

Pakistan’s fintech story cannot be separated from the country’s wider economic challenges. For years, Pakistan has faced recurring balance-of-payments pressures, high inflation, currency volatility, fiscal constraints and the difficult task of expanding formal economic participation across a population of more than 240 million people. These structural pressures have shaped almost every part of the economy, including financial services.

That is why fintech in Pakistan matters. It is not simply about digital wallets, payment apps or startup valuations. It is about whether technology can help make one of South Asia’s largest economies more efficient, more inclusive and more formalised.

“Is Fintech the Key to Economic Revival in Pakistan?”was written by me and it highlighted how fintech could support financial inclusion, digital payments, small and medium enterprise (SME) finance, remittances and broader economic recovery. That argument remains highly relevant today, particularly as Pakistan continues trying to move more economic activity into formal and digital channels.

Pakistan’s economic scale is significant. Pakistan’s gross domestic product (GDP) stood at around $371.6billion in 2024, while GDP per capita was approximately shy of $1,500. The economy is supported by agriculture, textiles, manufacturing, services, remittances, construction, telecommunications and a large informal sector, all according to the World Bank. Karachi remains the country’s financial centre, Lahore is a major commercial and technology hub, and Islamabad serves as the political and regulatory capital.

Yet Pakistan’s biggest fintech opportunity may lie outside its formal banking system. Millions of people remain underbanked or financially excluded. The World Bank’s Global Findex Database continues to highlight the importance of account ownership, digital payments and mobile-enabled finance in expanding financial inclusion globally. In Pakistan, the gap between population size and formal financial usage remains one of the most important development challenges facing the sector.

This is where digital finance can have an outsized impact. A bank branch-based model alone cannot serve Pakistan’s entire population efficiently. Geography, income levels, informality and documentation barriers all limit traditional banking reach. Digital wallets, agent networks, mobile accounts and instant payments therefore offer a more scalable path to inclusion.

Payments are the clearest example. Pakistan has spent the past several years building the foundations for a more digital payments economy. The State Bank of Pakistan’s Raast Instant Payment System has become one of the country’s flagship financial infrastructure initiatives, designed to enable low-cost, real-time digital payments between individuals, businesses and government entities. The creation of Raast Payments Pakistan Pvt. Ltd. further signals the central bank’s ambition to institutionalise and expand the country’s digital payments infrastructure.

This infrastructure matters because payments sit at the heart of formalisation.

When salaries, merchant transactions, remittances, utility bills and government payments move digitally, they create records. Those records can support credit scoring, taxation, consumer protection and better financial planning. In a country where cash and informality remain deeply embedded, digital payments can gradually change the structure of economic participation.

Riaz Haq said...

Pakistan’s Rs 328 billion major appliance market is recovering rapidly, led by Air Conditioners (23% share, ~190B) and Refrigerators (56%). Driven by rising temperatures, expanding solar power, and economic stability, PAEL projects 20% growth in CY2026, with sales expected to exceed 105,000 ACs and 339,000 refrigerators.The market is fiercely competitive, dominated by local and international manufacturing giants. Key dynamics and brands include:Market Leaders: Top players like Haier, Dawlance, and Pak Elektron (PAEL) command the majority of the market.Air Conditioners: This is the fastest-growing major appliance segment. Waves Corporation is aggressively expanding back into this category using Completely Knocked Down (CKD) strategies to avoid import bottlenecks.Deep Freezers: Waves retains a ~40% market share, with PAEL holding another 15%.Refrigerator Penetration: Household penetration remains at 51%, leaving substantial long-term growth potential for manufacturers.Solar Integration: The rise in distributed solar generation is driving notable shifts in appliance demand, allowing consumers to efficiently run cooling appliances (fans, ACs) during daylight hours.

Riaz Haq said...

India’s electrification rate is nearly 20%, comparable to China’s level in 2012, and is growing relentlessly by around five percentage points per decade.

https://ember-energy.org/latest-insights/indias-electrotech-fast-track-where-china-built-on-coal-india-is-building-on-sun/




Riaz Haq said...




India’s electrification rate is nearly 20%, comparable to China’s level in 2012, and is growing relentlessly by around five percentage points per decade.

https://ember-energy.org/latest-insights/indias-electrotech-fast-track-where-china-built-on-coal-india-is-building-on-sun/

Vineeth said...

A less covered aspect of India's transport electrification story is its railway electrification. With well over 90% of its rail routes currently electrified (99% by official figures), India's railway electrification is currently at par or exceeds China's.

Some caveats here though. Much of the electricity currently being utilized to run trains in India likely comes from coal power plants (though the proportion of renewable energy powering Indian Railways would likely rise in the future), and most of the legacy Indian trains still use diesel generator carriages for powering hotel loads (lights, fans, air conditioning etc in the coaches) even if they are pulled by electric locomotives - though newer electric locomotives and coaches are being made incorporating head-on-generation (HOG) i.e powering hotel loads in trains via electricity drawn from overhead lines by locomotives.

But overall, this electrification push is meant to free India's railways from oil import dependency.

Zamir said...

Vineeth,

Good job in overcoming your obsession with "two wheelers".

G. Ali.