Skip to main content

Upper caste bias in methodology behind wrong Bihar exit poll results on TV: Psephologist Yogendra Yadav

By A Representative
Well-known psephologist Yogendra Yadav believes that a major reason why the TV channels have failed to properly predict what would happen in the Bihar elections was a “sampling bias built in the methodology of the exit polls” which failed take into account upper caste bias.
A well-known political scientist who is attached with the Aam Admi Party (AAM) breakaway group Swaraj Samvad, Yadav said in a Facebook post a day before the Bihar polls showed a resounding victory to the Nitish Kumar-led Grand Alliance, this time he did not get into “making a forecast.” Also, he “did not have access to survey data, nor did I travel to Bihar this time.”
Yet, from his “reading”, which is based “purely on electoral commonsense and some experience in reading exit polls over the years”, he believed, the TV channel pollsters were set to go wrong, and the Grand Alliance would head for “a clear, perhaps even comfortable, majority”, and if his reading was correct, “its tally could go well beyond the highest forecast of 130 seats.”
Yadav gave the following reason for his analysis: “Over the last two decades, almost all exit polls have over-estimated the BJP or the alliance favoured by the upper caste. This error could be anything between 2-4 percentage points.”
He said, “This is not due to any upper caste conspiracy (no media house wants to get its exit poll wrong) but due to a sampling bias built in the methodology of exit polls” which counted on what individuals from upper castes said more than those who belonged to the backward castes.
“When you stand outside the polling booth, the voters who agree to be interviewed tend to be more from powerful social groups. Although the situation has changed a lot in the last two decades, the voters from weaker communities are less likely to speak the truth in public”, he said.
“This error could be decisive in a close election like this one. All the polls are reporting that the difference between the two main rivals is around 1-2 per cent votes”, Yadav said.
“They also tell us that this has been a very polarising elections where the upper castes and OBCs (but not SCs) are sharply divided. So the sampling and reporting error would work almost entirely against the Grand Alliance (with the exception of BJP's Dalit allies)”, he added.
“Assuming that the error is around 2 per cent, the findings of all the polls should be adjusted to reduce NDA vote share by 2 per cent points and increase Grand Alliance by 2 per cent. This would dramatically change the balance in favour of the Grand Alliance, which would enjoy a lead of 3-5% over the NDA”, Yadav predicted.
“Only CSDS survey, which uses post-poll and not exit poll, reported in the Indian Express, projected a 4 per cent lead for Grand Alliance”, Yadav said, adding, “I have nothing to do with that survey any more, but continue to trust its methodology and fieldwork more than anything else. In a straight bipolar contest, it could give the Grand Alliance a clear majority.”

CNN-IBN "doubted", withdrew its exit polls

Meanwhile, well-known international news portal Huffington Post revealed ahead of the results that the CNN-IBN strangely decided to withdraw its exit poll results. Shivam Vij, in an incisive report, quoted “multiple sources in the channel” to say that the agency which carried out the exit poll, Axis APM, gave the Nitish Kumar-led Grand Alliance, at 169-183, and the BJP and its allies just about 58-70 seats.
“According to a person familiar with the backroom conversations, the channel asked Axis APM to explain how they were forecasting very high seats particularly for the Congress, 26-30 of the 41 they are contesting, and demanded some other explanations, too”, the portal reported.
The portal said, “Axis APM had also conducted the pre-poll survey for CNN-IBN, which had forecast a comfortable 137 seats for the Grand Alliance”, adding, instead of giving exit poll results, the CNN-IBN “ran a poll of polls, aggregating the five exits polls broadcast by other channels.”
Of five exit polls broadcast on November 5, two predicted a clear majority for the Grand Alliance, but only by a few seats. Given 122 seats as the majority mark, ABP News-Nielsen predicted 130 seats for the Grand Alliance and Times Now-C Voter predicted exactly 122.
Two exit polls said their data showed the result was too close to call. India Today-Cicero forecast 111-123 seats for the Grand Alliance and 113-127 for the NDA. The India TV-C Voter exit poll forecast 112-132 seats for the Grand Alliance and 101-121 seats for the NDA. One exit poll by Today’s Chanakya, broadcast on the News 24 channel, predicted the NDA would get 155 seats, and the Grand Alliance 83.

Comments

TRENDING

Covishield controversy: How India ignored a warning voice during the pandemic

Dr Amitav Banerjee, MD *  It is a matter of pride for us that a person of Indian origin, presently Director of National Institute of Health, USA, is poised to take over one of the most powerful roles in public health. Professor Jay Bhattacharya, an Indian origin physician and a health economist, from Stanford University, USA, will be assuming the appointment of acting head of the Centre for Disease Control and Prevention (CDC), USA. Bhattacharya would be leading two apex institutions in the field of public health which not only shape American health policies but act as bellwether globally.

Growth without justice: The politics of wealth and the economics of hunger

By Vikas Meshram*  In modern history, few periods have displayed such a grotesque and contradictory picture of wealth as the present. On one side, a handful of individuals accumulate in a single year more wealth than the annual income of entire nations. On the other, nearly every fourth person in the world goes to bed hungry or half-fed.

Thali, COVID and academic credibility: All about the 2020 'pseudoscientific' Galgotias paper

By Jag Jivan   The first page image of the paper "Corona Virus Killed by Sound Vibrations Produced by Thali or Ghanti: A Potential Hypothesis" published in the Journal of Molecular Pharmaceuticals and Regulatory Affairs , Vol. 2, Issue 2 (2020), has gone viral on social media in the wake of the controversy surrounding a Chinese robot presented by the Galgotias University as its original product at the just-concluded AI summit in Delhi . The resurfacing of the 2020 publication, authored by  Dharmendra Kumar , Galgotias University, has reignited debate over academic standards and scientific credibility.

'Serious violation of international law': US pressure on Mexico to stop oil shipments to Cuba

By Vijay Prashad   In January 2026, US President Donald Trump declared Cuba to be an “unusual and extraordinary threat” to US security—a designation that allows the United States government to use sweeping economic restrictions traditionally reserved for national security adversaries. The US blockade against Cuba began in the 1960s, right after the Cuban Revolution of 1959 but has tightened over the years. Without any mandate from the United Nations Security Council—which permits sanctions under strict conditions—the United States has operated an illegal, unilateral blockade that tries to force countries from around the world to stop doing basic commerce with Cuba. The new restrictions focus on oil. The United States government has threatened tariffs and sanctions on any country that sells or transports oil to Cuba.

When a lake becomes real estate: The mismanagement of Hyderabad’s waterbodies

By Dr Mansee Bal Bhargava*  Misunderstood, misinterpreted and misguided governance and management of urban lakes in India —illustrated here through Hyderabad —demands urgent attention from Urban Local Bodies (ULBs), the political establishment, the judiciary, the builder–developer lobby, and most importantly, the citizens of Hyderabad. Fundamental misconceptions about urban lakes have shaped policies and practices that systematically misuse, abuse and ultimately erase them—often in the name of urban development.

When grief becomes grace: Kerala's quiet revolution in organ donation

By Vidya Bhushan Rawat*  Kerala is an important model for understanding India's diversity precisely because the religious and cultural plurality it has witnessed over centuries brought together traditions and good practices from across the world. Kerala had India's first communist government, was the first state where a duly elected government was dismissed, and remains the first state to achieve near-total literacy. It is also a land where Christianity and Islam took root before they spread to Europe and other parts of the world. Kerala has deep historic rationalist and secular traditions.

The 'glass cliff' at Galgotias: How a university’s AI crisis became a gendered blame game

By Mohd. Ziyaullah Khan*  “She was not aware of the technical origins of the product and in her enthusiasm of being on camera, gave factually incorrect information.” These were the words used in the official press release by Galgotias University following the controversy at the AI Impact Summit in Delhi. The statement came across as defensive, petty, and deeply insensitive.

The Galgotia model: How India is losing the war on knowledge

By Vidya Bhushan Rawat*  Galgotia is the face of 'quality education' as envisioned by those who never considered education a tool for social change or national uplift — and yet this is precisely the model Narendra Modi pursued in Gujarat as Chief Minister. In the mid-eighties, when many of us were growing up, 'Nirma' became one of the most popular advertisements on Doordarshan. Whether the product was any good hardly seemed to matter. 

Bangladesh goes to polls as press freedom concerns surface

By Nava Thakuria*  As Bangladesh heads for its 13th Parliamentary election and a referendum on the July National Charter simultaneously on Thursday (12 February 2026), interim government chief Professor Muhammad Yunus has urged all participating candidates to rise above personal and party interests and prioritize the greater interests of the Muslim-majority nation, regardless of the poll outcomes.