Skip to main content

Noteban: Harvard, Goldman Sachs scholars bemoan lack of "authentic" growth data

By Rajiv Shah
In a sharp observation, scholars of a recent high-profile study, "Cash and the Economy: Evidence from India's Demonetization", whose results have been widely reported, have bemoaned: That there is lack of authentic official data on Gross Domestic Product (GDP) with the Government of India, forcing them to use “nightlights data”, a methodology usually adopted by top international scholars to assess socio-economic growth in highly underdeveloped countries of East Africa and parts of Asia, where no authentic ground level surveys are available to assess development.
Under this methodology, statisticians the world over use satellite images of earth’s nightlights to measure social and economic activity and provide data that can help determine socioeconomic indicators when no other reliable information exists where economic accounting systems are weak, or when satellite images are more frequently available than such data.
Says an Asia Development Bank (ADB) expert, Arturo Martinez, Jr, who has used this method, "The data are more than just satellite images of earth; researchers use these images to derive proxy measures of various official statistics. The presumption is that most social and economic activities at night require light; hence the intensity of nighttime lights and the area they cover should correlate with socioeconomic indicators and economic development."
Using this method as an important measure to assess demonetization (losely referred to as noteban), scholars with well-known institutes – Gabriel Chodorow-Reich (Harvard), Gita Gopinath (Harvard), Prachi Mishra (Goldman Sachs), and Abhinav Narayanan (Reserve Bank of India) – in their study on demonetisation, find that the nightlights-based estimates suggest a “contraction” of output due to demonetization of 2 percentage points “in 2016Q4.”
Insisting that “demonetization had an adverse effect on real economic activity”, the study, published as a National Bureau of Economic Research (NBER) Working Paper No 25370 (December 2018), says, the results show “economically sharp, statistically highly significant contractions in areas (districts) experiencing more severe demonetization shocks”, adding, “The effects on real economic activity peak in the period immediately following the announcement (November 8, 2016) and dissipate over the next few months as new currency arrives.”
The scholars observe “a decline in nightlights-based economic activity and of employment of 3 percentage points or more in November and December of 2016”, which translates into “a decline in the quarterly growth rate of 2 percentage points or more”.
Pointing towards the reason why they adopted the nightlight activity to “measure of real activity following demonetization”, the scholars say, “Nightlight intensity refers to low-light imaging data collected by satellite and filtered to measure the quantity of artificial (i.e. human-generated) light in an area. Such data have been used to augment official measures of output and output growth and to generate estimates for areas or periods where official data are unavailable.”
Noting that nightlights activity suggest that “demonetization reduced real economic activity”, the scholars say, the areas with “larger declines in currency experienced sharper declines in employment and in nightlight activity after demonetization occurred”. They add, “The magnitude of the effect on real activity is substantial.”
Answering the question as to why does the “decline” does not reflect in the “national GDP data”, the scholars say, “National data are volatile and subject to other shocks, making it difficult to discern a single break point around demonetization”, adding, “Our measures of real activity have the advantage over official GDP of directly incorporating informal sector activity.”
This is particularly important, say the scholars, as “the informal sector in India is estimated to account for 81% of total employment (ILO, 2018) and 44% of total output and is especially cash-intensive. While the level of official GDP includes an estimate of informal sector activity derived from a quinquennial household survey, quarterly changes in GDP do not reflect any direct measurement of informal sector activity.”
The scholars note, “Our results also point to the likelihood of an absolute decline in economic activity at the end of 2016 not captured in official statistics”, underlining, “While the cashless limit may appropriately describe economies with well developed financial markets, in modern India cash continues to serve an essential role in facilitating economic activity.”
The scholars conclude, “There may be longer term advantages from demonetization that arise from improvements in tax collections and in a shift to savings in financial instruments and non-cash payment mechanisms. Evaluating these long-term consequences requires waiting for more data and an empirical strategy suited to the study of longer term effects.”

Comments

TRENDING

Telangana government urged to stop 'unconstitutional' relocation of Chenchu tribes

By A Representative   The Nallamalla forests are witnessing a renewed surge of indigenous resistance as the Chenchu adivasis , a Particularly Vulnerable Tribal Group (PVTG), have formally launched the Chenchu Solidarity Forum (CSF) on the eve of World Earth Day to combat what they describe as unlawful and forced relocation from the Amrabad Tiger Reserve . 

Dhandhuka violence: Gujarat minority group seeks judicial action, cites targeted arson

By A Representative   The Minority Coordination Committee (MCC) Gujarat has written to the Director General of Police seeking judicial action in connection with recent violence in Dhandhuka town of Ahmedabad district, alleging targeted attacks on properties belonging to members of the Muslim community following a fatal altercation between two bike riders on April 18.

Cracks in Gujarat model? Surat’s exodus reveals precarity behind prosperity claims

By Vidya Bhushan Rawat*   The return of migrant workers from Uttar Pradesh and Bihar, particularly from Gujarat, was inevitable. Gujarat has long been showcased as the epitome of “infrastructure” and the business-friendly Modi model. Yet, when governments become business-friendly, they require the poor to serve them—while keeping them precarious, unable to stabilize, demand fair wages, or assert their rights. The agenda is clear: workers must remain grateful for whatever crumbs the Seth ji offers.  

'Fraudulent': Ex-civil servants urge President to halt Odisha tribal land dispossession

By A Representative   A collective of 81 retired civil servants from the Constitutional Conduct Group has written to the President of India expressing alarm over what they describe as the wrongful dispossession of tribal lands in Odisha’s Rayagada district. The letter, dated April 19, 2026, highlights violent clashes in Kantamal village where police personnel reportedly injured over 70 tribal residents attempting to protect their community rights. 

India 'violating international law obligations' over Israel ties: UN rapporteur

By A Representative   Francesca Albanese, the United Nations Special Rapporteur on human rights in the occupied Palestinian territories, has alleged that India is “violating its obligations under international law” through its continued association with Israel, including defence ties and alleged arms exports during the ongoing conflict in Gaza.

Why Tamil Nadu, Periyar, and the Dravidian model aren't just regional phenomena

By Vidya Bhushan Rawat*  The election campaign in Tamil Nadu this season is strikingly different. The alliance led by the DMK is consistently referred to as the “ DMK alliance ,” not the “INDIA alliance.” This distinction is unsurprising given the state’s history: Tamil Nadu remains the only state to decisively reject “national” parties. The AIADMK’s surrender to the BJP after J. Jayalalithaa ’s death represents, in many ways, a betrayal of the politics of Tamil identity—an identity Periyar envisioned as Dravidian, not narrowly Tamil.

If Maoist violence is illegitimate, how is Hindutva, state violence justified? Can right-wing wash off its sins?

By Swami Agnivesh* and Sandeep Pandey** There was major police action against Sudha Bhardwaj, Gautam Navlakha, Varvara Rao, Vernon Gonsalves and Arun Ferreira on 28 August, 2018. Before this police arrested Professor Shoma Sen, Adocate Sudhir Gadling, Sudhir Dhawle, Mahesh Raut and Rona Wilson on 6 June. Even before this Dr. Binayak Sen, Soni Sori, Ajay TG, Professor GN Saibaba and Prashant Rahi have been arrested and all these activists have been accused of having links with Maoists.

The soundtrack of resistance: How 'Sada Sada Ya Nabi' is fueling the Iran war

​ By Syed Ali Mujtaba*  ​The Persian track “ Sada Sada Ya Nabi ye ” by Hossein Sotoodeh has taken the world by storm. This viral media has cut across linguistic barriers to achieve cult status, reaching over 10 million views. The electrifying music and passionate rendition by the Iranian singer have resonated across the globe, particularly as the high-intensity military conflict involving Iran entered its second month in March 2026.

World Book Day: Celebrating the power of reading in the Indian context

By Mohd. Ziyaullah Khan*  Written language is one of humanity’s greatest achievements, setting us apart from all other living beings. In a country like India, home to diverse languages, cultures, and traditions, books play an even more powerful role. They are not just tools of communication but bridges across generations, regions, and ideologies.  When we read the works of Munshi Premchand or Rabindranath Tagore , we are not merely reading stories; we are engaging in a silent conversation with minds that lived decades, even centuries ago. That is the true power of books: they preserve thoughts, ideas, and emotions beyond time. Recognising this immense value, the world celebrates World Book Day , a day dedicated to honouring books, authors, and the joy of reading.