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". 

Actual Solar Deployment in Pakistan Far Exceeds Official Stats. Source: Ember

Pakistan Electricity Consumption Trend. Source: Ember

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. 

Enrolling Out of School Children in Pakistan. Source: ASER Via Bilal Gilani

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?  

21% Pakistanis Buy Tandoori Nan. Source: Gallup Pakistan

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. 

Pakistan PBS Budget. Source: Zehra Farooq

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. 

Related Links:

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Pakistan's Electricity Consumption Up 21% in Just Two Years

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ASER Pakistan Reports Substantial Progress in Enrolling Out-of-School Children

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Riaz Haq's Youtube Channel

 

PakAlumni Social Network

Working Women Seeding a Silent Social Revolution in Pakistan

While Fareed Zakaria, Nick Kristoff and other talking heads are still stuck on the old stereotypes of Muslim women, the status of women in Muslim societies is rapidly changing, and there is a silent social revolution taking place with rising number of women joining the workforce and moving up the corporate ladder in Pakistan.



"More of them(women) than ever are finding employment, doing everything from pumping gasoline and serving burgers at McDonald’s to running major corporations", says a report in the latest edition of Businessweek magazine.



Beyond company or government employment, there are a number of NGOs focused on encouraging self-employment and entrepreneurship among Pakistani women by offering skills training and microfinancing. Kashf Foundation led by a woman CEO and BRAC are among such NGOs. They all report that the success and repayment rate among female borrowers is significantly higher than among male borrowers.



In rural Sindh, the PPP-led government is empowering women by granting over 212,864 acres of government-owned agriculture land to landless peasants in the province. Over half of the farm land being given is prime nehri (land irrigated by canals) farm land, and the rest being barani or rain-dependent. About 70 percent of the 5,800 beneficiaries of this gift are women. Other provincial governments, especially the Punjab government have also announced land allotment for women, for which initial surveys are underway, according to ActionAid Pakistan.



Both the public and private sectors are recruiting women in Pakistan's workplaces ranging from Pakistani military, civil service, schools, hospitals, media, advertising, retail, fashion industry, publicly traded companies, banks, technology companies, multinational corporations and NGOs, etc.



Here are some statistics and data that confirm the growth and promotion of women in Pakistan's labor pool:

1. A number of women have moved up into the executive positions, among them Unilever Foods CEO Fariyha Subhani, Engro Fertilizer CFO Naz Khan, Maheen Rahman CEO of IGI Funds and Roshaneh Zafar Founder and CEO of Kashf Foundation.

2. Women now make up 4.6% of board members of Pakistani companies, a tad lower than the 4.7% average in emerging Asia, but higher than 1% in South Korea, 4.1% in India and Indonesia, and 4.2% in Malaysia, according to a February 2011 report on women in the boardrooms.

3. Female employment at KFC in Pakistan has risen 125 percent in the past five years, according to a report in the NY Times.

4. The number of women working at McDonald’s restaurants and the supermarket behemoth Makro has quadrupled since 2006.



5. There are now women taxi drivers in Pakistan. Best known among them is Zahida Kazmi described by the BBC as "clearly a respected presence on the streets of Islamabad".



6. Several women fly helicopters and fighter jets in the military and commercial airliners in the state-owned and private airlines in Pakistan.

Here are a few excerpts from the recent Businessweek story written by Naween Mangi:

About 22 percent of Pakistani females over the age of 10 now work, up from 14 percent a decade ago, government statistics show. Women now hold 78 of the 342 seats in the National Assembly, and in July, Hina Rabbani Khar, 34, became Pakistan’s first female Foreign Minister. “The cultural norms regarding women in the workplace have changed,” says Maheen Rahman, 34, chief executive officer at IGI Funds, which manages some $400 million in assets. Rahman says she plans to keep recruiting more women for her company.

Much of the progress has come because women stay in school longer. More than 42 percent of Pakistan’s 2.6 million high school students last year were girls, up from 30 percent 18 years ago. Women made up about 22 percent of the 68,000 students in Pakistani universities in 1993; today, 47 percent of Pakistan’s 1.1 million university students are women, according to the Higher Education Commission. Half of all MBA graduates hired by Habib Bank, Pakistan’s largest lender, are now women. “Parents are realizing how much better a lifestyle a family can have if girls work,” says Sima Kamil, 54, who oversees 1,400 branches as head of retail banking at Habib. “Every branch I visit has one or two girls from conservative backgrounds,” she says.

Some companies believe hiring women gives them a competitive advantage. Habib Bank says adding female tellers has helped improve customer service at the formerly state-owned lender because the men on staff don’t want to appear rude in front of women. And makers of household products say female staffers help them better understand the needs of their customers. “The buyers for almost all our product ranges are women,” says Fariyha Subhani, 46, CEO of Unilever Pakistan Foods, where 106 of the 872 employees are women. “Having women selling those products makes sense because they themselves are the consumers,” she says.

To attract more women, Unilever last year offered some employees the option to work from home, and the company has run an on-site day-care center since 2003. Engro, which has 100 women in management positions, last year introduced flexible working hours, a day-care center, and a support group where female employees can discuss challenges they encounter. “Today there is more of a focus at companies on diversity,” says Engro Fertilizer CFO Khan, 42. The next step, she says, is ensuring that “more women can reach senior management levels.”

The gender gap in South Asia remains wide, and women in Pakistan still face significant obstacles. But there is now a critical mass of working women at all levels showing the way to other Pakistani women.

I strongly believe that working women have a very positive and transformational impact on society by having fewer children, and by investing more time, money and energies for better nutrition, education and health care of their children. They spend 97 percent of their income and savings on their families, more than twice as much as men who spend only 40 percent on their families, according to Zainab Salbi, Founder, Women for Women International, who recently appeared on CNN's GPS with Fareed Zakaria.

Here's an interesting video titled "Redefining Identity" about Pakistan's young technologists, including women, posted by Lahore-based 5 Rivers Technologies:



Related Links:

Haq's Musings

Status of Women in Pakistan

Microfinancing in Pakistan

Gender Gap Worst in South Asia

Status of Women in India

Female Literacy Lags in South Asia

Land For Landless Women

Are Women Better Off in Pakistan Today?

Growing Insurgency in Swat

Religious Leaders Respond to Domestic Violence

Fighting Agents of Intolerance

A Woman Speaker: Another Token or Real Change

A Tale of Tribal Terror

Mukhtaran Mai-The Movie

World Economic Forum Survey of Gender Gap