BOLLYWOOD, as the Hindi film industry is popularly known, is still struggling with colour, gender and caste biases, says a recent AI study, while Hollywood has made noticeable progress.
“The $2.1 billion (£1.48bn) film industry continues to associate beauty with fair skin. The concept of beauty has remained consistent through the years in the Bollywood film industry centred in Mumbai,” a report by Kunal Khadilkar and Ashiqur KhudaBukhsh of Carnegie Mellon University (CMU), in Pennsylvania, US, found.
Researchers picked up the biggest hits of the past seven decades and fed their subtitles into automated language-processing AI tools which led to insights about the Hindi film industry's bias towards fair skin in actresses and the dominance of males in the storyline.
“It is a fill-in-the-blank exercise, for example, ‘A beautiful woman should have (_____) skin.’ A language model normally would predict ‘soft’ as the answer but when the model was trained with the Bollywood subtitles, the consistent prediction became ‘fair’,” Khadilkar told the BBC.
The researchers used a metric called Male Pronoun Ratio (MPR), which compares the occurrence of male pronouns such as ‘he’ and ‘him’ with the total occurrences of male and female pronouns. Again, they found that the highest-grossing films in Bollywood in each decade was one with a strong male character, more male characters and very few female characters.
The study also revealed caste bias as an analysis of surnames of doctors showed "a visible upper-caste Hindu bias". While the representation of other religions had increased in recent years, Muslim portrayal remained less than the community's population share, the survey found.
Apart from these findings, the study also shows that certain social issues are now talked about positively in Bollywood. In the 1950s and 1960s, dowries were socially acceptable and openly talked about in films, but that is not the case anymore. By the 1970s, other words, such as ‘consent’ and ‘responsibility,’ began to appear, says the study.
The research revealed that more baby boys’ births were depicted in Bollywood films from the 1950s and 1960s; in today’s films, boy and girl newborns are about evenly split.
For the study, the researchers picked 100 of the biggest commercial hits from each of the seven decades from 1950 to 2020 to analyse films for gender and social biases. To compare Bollywood’s evolution with the rest of the movie industries, the researchers also chose 700 films from Hollywood and 200 critically acclaimed films nominated in the foreign film category at the Oscars.
Prince Andrew attends a Requiem Mass, a Catholic funeral service, for the late Katharine, Duchess of Kent, at Westminster Cathedral in London on September 16, 2025. (Photo by AARON CHOWN/POOL/AFP via Getty Images)
PRINCE ANDREW on Friday (17) renounced his title of Duke of York under pressure from his brother King Charles, amid further revelations about his ties to US sex offender Jeffrey Epstein.
"I will... no longer use my title or the honours which have been conferred upon me," Andrew, 65, said in a bombshell announcement.
He said his decision came after discussions with the head of state, King Charles III.
"I have decided, as I always have, to put my duty to my family and country first," Andrew said in a statement sent out by Buckingham Palace.
He again denied all allegations of wrongdoing, but said "We have concluded the continued accusations about me distract from the work of His Majesty and the Royal Family."
Andrew, who stepped back from public life in 2019 amid the Epstein scandal, will remain a prince, as he is the second son of the late queen Elizabeth II.
But he will no longer hold the title of Duke of York that she had conferred on him.
UK media reported that he would also give up membership of the prestigious Order of the Garter, the most senior knighthood in the British honours system, which dates to 1348.
Prince Andrew (L) and King Charles III. (Photo by ADRIAN DENNIS/AFP via Getty Images)
Andrew's ex-wife Sarah Ferguson will also no longer use the title of Duchess of York, though his daughters Beatrice and Eugenie remain princesses.
Andrew has become a source of deep embarrassment for his brother Charles, following a devastating 2019 television interview in which he defended his friendship with Epstein.
Epstein took his own life in a New York jail in 2019 while awaiting trial on charges of trafficking underage girls for sex.
In the interview, Andrew vowed he had cut ties in 2010 with Epstein, who was disgraced after an American woman, Virginia Giuffre, accused him of using her as a sex slave.
But in an reported exchange that emerged in UK media this week, Andrew told the convicted sex offender in 2011 that they were "in this together" when a photo of the prince with his arm around Giuffre was published.
But he added the two would "play together soon".
Giuffre, a US and Australian citizen, took her own life at her farm in Western Australia on April 25.
"The monarchy simply had to put a stop to it," royal commentator Richard Fitzwilliams told the BBC. "He has dishonoured his titles, he's in disgrace."
Andrew was stripped of his military titles in 2022 and shuffled off into retirement after Giuffre accused him of sexually assaulting her when she was 17.
New allegations emerged this week in Giuffre's posthumous memoir in which she wrote that Andrew had behaved as if having sex with her was his "birthright".
In "Nobody's Girl: A Memoir of Surviving Abuse and Fighting for Justice", to be published next week, Giuffre wrote she had sex with Andrew on three separate occasions, including when she was under 18.
Andrew has repeatedly denied Giuffre's accusations and avoided a trial in a civil lawsuit by paying a multimillion-dollar settlement.
FILE PHOTO: Jeffrey Epstein poses for a sex offender mugshot after being charged with procuring a minor for prostitution on July 25, 2013 in Florida. (Photo by Florida Department of Law Enforcement via Getty Images)
In extracts published by The Guardian newspaper this week, Giuffre described meeting the prince in London in March 2001 when she was 17.
Andrew was allegedly challenged to guess her age, which he did correctly, adding by way of explanation: "My daughters are just a little younger than you."
The once-popular royal was hailed a hero when he flew as a Royal Navy helicopter pilot during the 1982 Falklands War.
Internationally, he was best known for his 1986 wedding to Ferguson, boosting support for the centuries-old institution five years after his elder brother Prince Charles married Lady Diana Spencer.
Andrew has also become embroiled in a China spying scandal, and The Daily Telegraph revealed on Thursday (16) that he had met three times in 2018 and 2019 with a top Chinese official reportedly at the centre of the case.
The Epstein case also caught up with Ferguson, 65, last month, when an email from 2011 emerged in which she called Epstein a "supreme friend" and sought forgiveness for "letting him down".
She had vowed in the past to "never have anything to do with" Epstein again and called a £15,000 ($20,000) loan the billionaire had made to her "a gigantic error of judgement".
York City councillor Darryl Smalley said the city had lobbied hard for Andrew to drop the title.
"It's obviously a long time coming, but finally they recognised what a massive liability he is," he said.
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