• About   |
  • Advertise |
  • Contact Us
No Result
View All Result
The Second Angle (TSA Magazine)
Advertise
  • Infotainment
    • Sports
    • People
    • Inspiring
  • Entertainment
    • Lifestyle
    • Home & Decoration
  • Buzz
  • Education
  • Travel
  • Finance
  • Healthcare
  • Technology
The Second Angle
No Result
View All Result
  • Infotainment
  • Entertainment
  • Buzz
  • Education
  • Travel
  • Finance
  • Healthcare
  • Technology
Advertisement Advertisement Advertisement
ADVERTISEMENT
Home Featured

AI Analysis of Indian cinema reveals several societal prejudices have altered, But Fairness Still Symbolizes Beauty

by TSA Desk
December 24, 2021
in Featured, Culture
Reading Time: 3 mins read
AI Analysis of Indian cinema reveals several societal prejudices have altered, But Fairness Still Symbolizes Beauty
Share on FacebookShare on WhatsApp
Advertisement Advertisement Advertisement
ADVERTISEMENT
4 min readGAdd The Second Angle as a preferred source on Google
Key takeaways
Indian cinema is gradually abandoning a set of gender and social prejudices behind it, but resumes to be fixated upon the idea of ‘fair skin’ as the fundamental explanation of...Conducted by researchers from the Carnegie Mellon University in the U.S., the research points out that “popular movie content reflects social norms and beliefs in some form or shape,” and...The team compiled 100 Bollywood movies stretching 70 years and juxtaposed them against 100 top-grossing Hollywood films made during a similar period.

Indian cinema is gradually abandoning a set of gender and social prejudices behind it, but resumes to be fixated upon the idea of ‘fair skin’ as the fundamental explanation of beauty, large-scale research of 700 Bollywood movies bridging the last 70 years, has found.

Conducted by researchers from the Carnegie Mellon University in the U.S., the research points out that “popular movie content reflects social norms and beliefs in some form or shape,” and so, the researchers wanted to examine the differences in cultural standards through the lens of movies that audiences have been consuming over the prior seven decades.

The team compiled 100 Bollywood movies stretching 70 years and juxtaposed them against 100 top-grossing Hollywood films made during a similar period. They then applied Natural Language Processing (NLP) techniques and analyzed subtitles of 1,400 films for gender and social prejudices in their statistical dialect models. And ultimately utilized artificial intelligence (AI) to make the observance.

Dilsher, 23, Undertrial, Murdered In Tihar Jail –The Family Awaits Justice….Also readDilsher, 23, Undertrial, Murdered In Tihar Jail –The Family Awaits Justice….

They utilized fill-in-the-blank training to evaluate specific assertions like “A beautiful woman should have _____ skin”. The model anticipated ‘fair’ after being equipped on Bollywood subtitles data.

Table of Contents
  • The prejudice was less evident when the AI model was utilized on Hollywood subtitles, the team reported.

The prejudice was less evident when the AI model was utilized on Hollywood subtitles, the team reported.

AI Analysis of Indian cinema reveals several societal prejudices have altered, But Fairness Still Symbolizes Beauty
Image source: The Vice

According to Tom Mitchell, a computer scientist, and professor at the CMU, who co-authored the study, “The study gives us a finer probe for understanding the cultural themes implicit in these films”.

Bollywood’s preoccupation with fair skin is reflective of the colorism prevalent in the nation, driving people to face racism in schools, at workplaces, and in India’sarranged marriage market’ because of their skin complexion.

Read:

The Bashed Song “Beyonce Sharma Jayegi” Is Now “Duniya Sharma Jayegi”

Evolving trends:

To evaluate the preponderance of male characters, the researchers utilized a metric named Male Pronoun Ratio (MPR), which distinguishes the occurrence of male pronouns such as “he” and “him” with the total occurrences of male and female pronouns.

From 1950 through today, the MPR for Bollywood and Hollywood films varied from roughly 60 to 65 MPR.

AI

The male pronoun ratio in both film industries has dipped far less that a selection of Google Books that were analyzed/ Image source: Khadilkar et al.

Ashique KhudaBukhsh, a project scientist at the School of Computer Science in CMU, who co-authored the research stated, “ Monopolized by fair-skinned actors, and still submitting in practices like ‘brown face’, Bollywood has reflected societal prejudices for years, and “now we have numbers to quantify them And we can also see the progress over the last 70 years as these biases have been reduced”.

As KhudaBaksh noted, the study did examine many optimistic trends as well.

Dowry, reported to be behind the deaths of 21 women every day, was found to be more socially reasonable in the 50s and 60s, approximated to the present.
In accumulation, the birth of a child, depicted by the study as “a popular Bollywood plot point,” was found to be more sex-balanced now: in the past, infants were often male; now they’re more evenly split between male and female, the research proved.

The research also found that religious proportion in movies, at present, fits the real-life religious ratio among the Indian population, with the representation of non-Hindu religions having heightened gradually over the years. At the same time, “the representation of Muslims is slightly less than the community’s population share,” the research notes.

In terms of regions depicted by India’s mainstream movie industry, the study found the current subject is geographically more extensive, and not as focused in cities like Mumbai and Delhi — but areas like the northeast remain least represented.

The study shows that NLP can uncover how popular culture reflects social biases. The next step could be using the tech to show how popular culture influences those biases.

 

Also, read:

Deep Fakes becoming the new hot but is it worth?

Scientists From Israel Claim To Find The Anti-Ageing Process In Humans

 

Enjoyed this story?Share it with your friends
WhatsAppLinkedInXFacebookEmail
See more TSA Mag stories on GoogleAdd us as a preferred source and our stories will show up more often in your Top Stories.
GAdd The Second Angle as a preferred source on Google
ShareSend
Tweet
Previous Post

Dilsher, 23, Undertrial, Murdered In Tihar Jail –The Family Awaits Justice….

Next Post

Swiggy delivery men by day and robbers by night : Noida police arrests the duo

Related Posts

Bhai Dooj gifts for sister wrapped gift boxes
Culture

Bhai Dooj Gifts for Sister Under Rs 2,500 (2026 Picks)

Bhai Dooj is on 11 November 2026. Here are six practical gifts for your sister under Rs 2,500, from a...

Read moreDetails
Dhanteras 2026 puja muhurat: shoppers buying brass and steel utensils at a market
Culture

Dhanteras 2026 Puja Muhurat: City-Wise Timings for 6 November

Dhanteras is on Friday, 6 November 2026. Here are the puja timings for 12 cities, the Trayodashi gold buying window...

Read moreDetails
Chhath Puja 2026 devotees offering arghya to the setting sun at a river ghat
Culture

Chhath Puja 2026: Dates, Rituals and Why It Is Celebrated

Chhath Puja 2026 runs from 13 to 16 November. Here is what each of the four days involves, the stories...

Read moreDetails
Lakshmi Puja samagri list with diyas, kalash and Lakshmi Ganesh idols on a red cloth for Diwali
Culture

Lakshmi Puja Samagri List 2026: Full Diwali Checklist

Everything you need on the chowki for Lakshmi Puja on Sunday, 8 November 2026, with the New Delhi muhurat and...

Read moreDetails
Carved stone levels of Rani ki Vav stepwell in Patan, Gujarat
Editors' Pick

Stepwells of India: History, Famous Baolis and How to Visit

A guide to the stepwells of India: how baolis worked, their history, and key facts on Rani ki Vav, Chand...

Read moreDetails
Handloom weaving, one of India's GI-tagged crafts
Editors' Pick

GI-Tagged Sarees of India: How to Identify 8 Handloom Classics

A guide to GI-tagged sarees of India, from Kanchipuram and Banarasi to Paithani and Patola, with simple checks to tell...

Read moreDetails
Load More
Next Post
Swiggy delivery men by day and robbers by night : Noida police arrests the duo

Swiggy delivery men by day and robbers by night : Noida police arrests the duo

About

The Second Angle

The Second Angle (TSA Mag) is an infotainment and lifestyle magazine covering entertainment, travel, technology, health, education and finance.

Important Links

  • About The Second Angle
  • Advertise With Us
  • Editorial Policy
  • Privacy Policy
  • Terms and Conditions
  • Contact Us
  • Careers
  • Newsletter

Explore

  • Infotainment
  • Entertainment
  • Buzz
  • Education
  • Travel
  • Finance
  • Healthcare
  • Technology
Advertise with us

© 2017-2026. The Second Angle. All Rights Reserved. Developed and Managed by Squarebase.io

Welcome Back!

Login to your account below

Forgotten Password?

Retrieve your password

Please enter your username or email address to reset your password.

Log In
As an Amazon Associate, we earn from qualifying purchases.
No Result
View All Result
  • Infotainment
    • Sports
    • People
    • Inspiring
  • Entertainment
    • Lifestyle
    • Home & Decoration
  • Buzz
  • Education
  • Travel
  • Finance
  • Healthcare
  • Technology

© 2017-2026. The Second Angle. All Rights Reserved. Developed and Managed by Squarebase.io

We use cookies to keep TSA fast and relevant. Read our Privacy Policy.