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

When democracy becomes a performance: The Tibetan exile experience

By Tseten Lhundup*  I was born in Bylakuppe, one of the largest Tibetan settlements in southern India. From childhood, I grew up in simple barracks, along muddy roads, and in fields with limited resources. Over the years, I have watched our democratic system slowly erode. Observing the recent budget session of the 17th Tibetan Parliament-in-Exile, these “democratic procedures” appear grand and orderly on the surface, yet in reality they amount to little more than empty formalities. The parliamentarians seem largely disconnected from the everyday struggles faced by ordinary exiled Tibetans like us.

Study links sanctions to 500,000 deaths annually leading to rise in global backlash

By Bharat Dogra  International opinion is increasingly turning against the expanding burden of sanctions imposed on a growing number of countries. These measures are contributing to humanitarian crises, intensifying domestic discord, and heightening international tensions, thereby increasing the risks of conflicts and wars. 

Dhurandhar: The Revenge — Blurring the line between fiction and political narrative

By Mohd. Ziyaullah Khan*  "Dhurandhar: The Revenge" does not wait to be remembered; it arrives almost on the heels of its predecessor, released on March 19, 2026, just months after the first film’s December 2025 debut. The speed of its arrival feels less like creative urgency and more like calculated timing—cinema responding not to storytelling rhythm but to the emotional climate of its audience. Director Aditya Dhar, along with actor Yami Gautam, appears acutely aware of this moment and how to harness it.

BJP accounts for 99% of political donations in Gujarat: Corporate giants dominate

By Jag Jivan   An analysis of the official data on donations received by national parties from Gujarat during the Financial Year 2024-25 reveals a staggering concentration of funding, with the Bharatiya Janata Party (BJP) accounting for nearly the entirety of the contributions. The data, compiled in a document titled "National Parties donations received from Gujarat during FY-2024-25," lists thousands of transactions, painting a detailed picture of the financial backing for political parties from one of India’s most industrially significant states.

Beyond the island: Top mythologist reorients the geography of the Ramayana

By Jag Jivan   In a compelling new analysis that challenges conventional geographical assumptions about the ancient epic, writer and mythologist Devdutt Pattanaik has traced the roots of the Ramayana to the forests and river systems of Central and Eastern India, rather than the peninsular south or the modern island nation of Sri Lanka.

Alarming decline in India's repair culture threatens circular economy goals: Study

By Jag Jivan  A comprehensive new study by environmental research and advocacy organisation Toxics Link has painted a worrying picture of India's fading repair culture, warning that the trend towards replacement over repair is accelerating the country's already critical e-waste crisis.

Captains extraordinaire: Ranking cricket’s most influential skippers

By Harsh Thakor*  Ranking the greatest cricket captains is a subjective exercise, often sparking passionate debate among fans. The following list is not merely a tally of wins and losses; it is an assessment of leadership’s deeper impact. My criteria fuse a captain’s playing record with their tactical skill, placing the highest consideration on their ability to reshape a team’s fortunes and inspire those around them. A captain who inherited a dominant empire is judged differently from one who resurrected a nation’s cricket from the doldrums. With that in mind, here is my perspective on the finest leaders the game has ever seen.

Swami Vivekananda's views on caste and sexuality were 'painfully' regressive

By Bhaskar Sur* Swami Vivekananda now belongs more to the modern Hindu mythology than reality. It makes a daunting job to discover the real human being who knew unemployment, humiliation of losing a teaching job for 'incompetence', longed in vain for the bliss of a happy conjugal life only to suffer the consequent frustration.

‘No merit’ in Chakraborty’s claims: Personal ethics talk sans details raises questions

By Jag Jivan  A recent opinion piece published in The Quint by Subhash Chandra Garg has raised questions over the circumstances surrounding the resignation of Atanu Chakraborty from HDFC Bank , with Garg stating that the exit “raises doubts about his own ‘ethics’.” Garg, currently Chief Policy Advisor at Subhanjali and former Secretary of the Department of Economic Affairs, Government of India, writes that the Reserve Bank of India ( RBI ) appears to find no substance in Chakraborty’s claims, noting, “It is clear the RBI sees no merit in Atanu Chakraborty’s wild and vague assertions.”