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Machine Learning

By Srinivas Rayappa

“The hero construct is very significant in our culture. A lot of the industry’s money is riding on that hero and therefore the whole attempt is to showcase that hero in the film, the trailer or the poster. We have in a sense normalized how skewed the system is. When people are pitching films to satellite channels, they always say that the difference in pricing while negotiating is only dependent on the male leads.” – Anjali Menon, Filmmaker on representation of women characters in trailers.

Why is Gender Stereotyping in films such a Big Issue?

A study by Common Sense Media found that children who are regularly fed gender stereotypes may internalize those roles, shaping their behavior for years to come. The researchers found that the effects gendered media has on children include a tendency for girls to focus on their appearance, an increase in tolerant views of sexual harassment and the establishment of gendered behaviors in romantic and sexual relationships, as well as riskier behavior in boys and career choices limited by gender norms.

Once the children grow up, they are pushed into a new set of gendered expectations — those created in the workplace. Women who behave in ways that don’t fit the gender norm, for example being assertive in their career, have been found to be perceived as less likeable and are less likely to be hired. The societal limitations placed on men can have a negative effect on their lives as well, prohibiting them from feeling like they are able to show any true emotion or empathy. One study even showed that “agreeable” men who were seen as warm, caring, supportive or sympathetic made an average of 18 percent less income and were evaluated as less likely to have management potential than their more traditionally masculine counterparts. 

Many also have yet another fight to contend with — the norms and traditions placed upon them by their family and given culture. For those currently growing up in a rapidly changing world of increased globalization and instantaneous sharing by means of social media, young people are battling not only with the search to find their place in a larger society, but also within the dynamics of their family if they choose to shirk tradition in one way or another. Third culture kids, or those who grew up in places that are not their parents’ homeland, are the perfect example of such an identity crisis, as are children who identify as LGBTQ growing up in conservative households who may not feel comfortable being themselves.

“In my early years in the movies, I was once asked to change my dialogues during the dub because the hero wanted it altered. I refused to do it, only to find out after the release of the film, that they had gone ahead and got another dubbing artist to voice my bits there.” – Taapsee Pannu, Actress on sexism in the industry

For ages, gender disparity has plagued the film industry, but not much research had been done in the past to bring to the fore real data that highlights where this disparity is most significant. However, in recent times several organizations have conducted detailed research in this field at a very granular level which divulges the potential causes for this disparity. 

Oscar-winning actor Geena Davis witnessed that the films her daughter watched lacked female characters. Even the cartoon animals were overwhelmingly male. She wondered if unconscious bias toward women meant people accepted female characters having fewer lines and less screen time than men. So she founded ‘The Geena Davis Institute on Gender in Media’ in 2007 and started to collect data on movies. It was a laborious undertaking -: a team of researchers began watching films one by one and logged gender-based patterns. Gathering the data was slow, and there were so many movies to examine. Humans could only process so much.

Enter ‘Machine Learning’.: Machine learning is a type of artificial intelligence (AI) that allows software applications to become more accurate at predicting outcomes without being explicitly programmed to do so. Machine learning algorithms use historical data as input to predict new output values. With support from Google, the Geena Davis Institute on Gender in Media teamed up with Google machine learning engineer Hartwig Adam and USC’s Viterbi School of Engineering’s Dr. Shri Narayanan, the Niki & C. L. Max Nikias Chair in Engineering, and his SAIL Laboratory, to develop software that accurately measures how often we see and hear women on-screen.  Thus evolved the Geena Davis Inclusion Quotient (GD-IQ), the tool that not only can identify a character’s gender, but it identifies to a fraction of a second how long each actor spoke, and were on-screen.

The findings of this study gives us deep insights into what is plaguing the industry and the plausible causes for gender disparity persisting despite all the progress that has been made worldwide to usher in equality between the sexes.

The study revealed that men are seen and heard nearly twice as often as women. Women are seen on-screen more than men only in one film genre: Horror. Appearance of women on-screen by genre gives us a glimpse of how women characters are portrayed on screen -– Horror (53%), Romance (45%), Comedy (40%), Sci-Fi (36%), Drama (34%), Action (29%), Biography (30%), and Crime (23%).

Women are under-represented in all ratings categories included in the 100 highest grossing films of the past three years. Women are barely seen in Academy Award-winning films. Women made up 32% of screen-time in Academy Award winning films. Women made up 27% of speaking time in Academy Award winning films. It is no surprise from the above data why the nominations for the 2020 Oscars made dispiriting reading. The nods for best director were all male – and not for the first time.

However, the study also revealed that female-led films do better at the box office, earning 16% more than male-led films. While the average earnings for female-led films stood at $89,941,176, the average earnings for male-led films was $75,738,095.

Impact of the Study: A survey that followed a presentation of GD-IQ findings found that 68% of filmmakers reconfigured two or more of their projects after hearing the numbers, and 41% percent stated that it had impacted four or more of their movies.

What does the scene look like in the Indian Film Industry?

“It’s very sad that despite being among the top 3 actresses, an actor who’s not even in the top 20 will still get paid way more than you. It’s considered “very cool” when a hero hikes his remuneration. But when a woman does the same she’s looked at as “problematic,” “demanding” and “too ambitious.”” – Samantha Akkineni, Actress on pay parity

India produces the highest number of films in the world. The Indian box office is valued at over ₹11,000 crore. Despite the scale and cultural impact of cinema in the country, glaring gender disparity still exists in Indian films. Even though there was a general feeling that the narrative was changing fast, and women had become more than just accessories, the data reveals that very little has changed on the ground.

‘O Womaniya!’, a seminal report on the representation of women in Indian films published by Film Companion and Ormax Media, has meticulously tracked speaking parts in the world’s biggest movie-making industry. The study conducted on 129 films included 5 languages (Hindi, Tamil, Telugu, Malayalam & Kannada), 100 theatrical films, and 29 total direct-to-OTT. The revelations of this study are indeed concerning. 

It has been found that in the biggest pan-national box-office hits from the past five years, on an average “women have less than a third of the dialogue”. In other words men significantly out-talk the women. Only 8% of key HOD positions in the top 129 films in 2019-20 were held by women. 92% of key departments in a movie were helmed by men. 59% of these films failed the Bechdel test i.e. they do not have even one scene where two female characters are having a conversation that’s not about men/a man. Male characters ‘outspeak’ female characters by more than four times in film trailers. Also, the study found that the South Indian film industries are particularly poor in representation, with only 1% HOD positions in South Films being held by women. The South film industry is way behind Bollywood in gender equality. While female to male HOD representation in South cinema stood at 1%(female) vs. 99%(male), Hindi cinema performs better at 16%(female) vs. 84%(male).

Between 2019 and 2020, only 6% of the films were directed by women. The department that saw the highest representation of women was in production design and the lowest was cinematography, with only 2%. Keiko Nakahara, was the only female DoP during this period and her work in Tanhaji, Shakuntala Devi and Total Dhamaal constitutes this 2%. 

Production design – 15% female, 85% male.

Writing – 10% female, 90% male

Editing – 7% female, 93% male

Direction – 6% female, 94% male

Cinematography – 2% female, 98% male

Streaming films perform better on gender parity than theatrical, though only marginally.

“We have fewer female directors because of investor confidence. Mainstream filming has a certain set pattern that people are very unwilling to break. They like to sit within that comfort zone. They think that a person’s gender is what they direct from which is such a weird assumption to make! People tend to be so judgmental of what shape and form and size you come in. Whoever has the power is definitely biased.” – Anjali Menon, Filmmaker on why there are so few women directors

Not all is lost!

Despite gender stereotypes plaguing the film industry, women are making slow but steady progress towards equality in the movies. A new study of the highest-grossing films of 2019 from the Center for the Study of Women in Television and Film at San Diego State University shows that Hollywood is slowly changing.

It turns out 2019 wasn’t just a historic year for women behind the scenes. Women also fared very well on-screen last year, according to the latest “It’s a Man’s (Celluloid) World” report from Dr. Martha Lauzen and the Center for the Study of Women in Television. Forty percent of the top 100 films of 2019 featured a female protagonist, a sharp increase from the previous year’s 31 percent, which was itself a recent historical high.

The percentage of top grossing films featuring female protagonists rose from 31% in 2018 to 40% in 2019, reaching a recent historic high. 43% of films featured male protagonists, and 17% had ensembles or a combination of male and female protagonists.

In 2019, females accounted for 37% of major characters. This represents an increase of 1 percentage point from 36% in 2018.  Males comprised 63% of major characters.

Since respect for fundamental freedoms and human rights, including gender equality, is a pre-requisite for the creation and distribution of diverse cultural expressions, it is high time that Film makers across the globe take cognizance and ensure gender parity in their upcoming ventures.

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Seeds of Thought:

Just 1 month and 10 days before her 13th birthday, on September 9th 2013, Rebecca Ann Sedwick, a 12 year old American student at Crystal Lake Middle School, Florida committed suicide by jumping off a concrete silo tower. Investigation into her death led to a conclusion of in-person and cyber bullying contributing to the decision to take her own life.

While the whole world discussed and debated her suicide and the impact of cyberbullying on adolescents, one young girl, Trisha Prabhu, decided not to remain a bystander and set out to fix the problem at its very roots. At 13, she didn’t have the resources or expertise on the subject to bring about change, but her passion kickstarted and ignited her journey towards that goal.

After returning from school one afternoon, Trisha Prabhu read about this horrifying incident and was deeply moved, shocked, and outraged. Heartbroken, Trisha wondered how a girl younger than herself, could be pushed to take her own life. She felt like something was going terribly wrong on the internet and wondered over and over, how the internet could allow such things to happen in the first place. The deep sense of pain she feels for Rebecca, can be felt in her voice as she begins her speech at a TedX event, where she cites the mean, hurtful and tormenting messages hurled by the cyber bullies at Rebecca Ann Sedwick, causing her to commit suicide – “Go Kill yourself”. “Why are you still alive?”. “You are so Ugly”.

Trisha began to wonder if adults even understood the gravity of the situation and if they were even willing to take charge and bring about the necessary change required to end this hate online. At that very moment Trisha decided that she wanted to do something to stop cyberbullying at the source before the damage is done. This led her to research on the subject which led to some startling revelations. Trisha realized that Rebecca was just one of a countless many who had endured the same pain and trauma. Megan Meier was a young teenager from Missouri who had her whole life ahead of her. Excited to join social media, she made a MySpace account, where she started receiving messages from a boy named “Josh”. Megan started receiving messages like, “The world would be a better place without you.” 3 weeks before her 14th birthday, Megan committed suicide.

Victims of Cyberbullying

Deeply moved by these stories she read about this silent pandemic of cyberbullying and being passionate to end online hate, Trisha created the patented technology product ReThink™, that detects and stops online hate at the source. What started as a school project eventually grew into a globally-acclaimed research. Thus, ReThink saw the day of light with Trisha as it’s CEO and Co-Founder.

ReThink:

Today, ReThink is an award-winning, innovative, non-intrusive, patented technology that effectively detects and stops online hate before the damage is done. More than just a technology, ReThink is a student-led movement too – It is a call-to-action, a push to end online hate and raise responsible citizens. The Artificial Intelligence powered ReThink is transforming lives and conquering cyberbullying. Latest data reveals that with ReThink, adolescents change their mind 93% of the time and decide not to post an offensive message.

At the time of publishing this article, ReThink has reached 1500+ schools, 500K+ downloads, 5 million+ students have been impacted, and 1.1 Million Ted Talk advocacy. It is available on your smartphone or tablet. It currently supports English, Spanish and Hindi. There is provision now to start a ReThink Chapter at your school as well.

How does ReThink work?

ReThink, an iPhone and Android app, installs a digital keyboard that replaces the standard smart phone keyboard. It appears identical and integrates seamlessly with other apps, like email clients and social media platforms. The only difference—it uses artificial intelligence to identify offensive words, and then deploys pop-up alerts to give the user a chance to reconsider sending those words in an email, text, or social media post. If you use the ReThink keyboard to insert phrases like, ‘I hate you’ or anything that goes in the territory of obscene or ignorant of someone’s feelings, the app prompts: “Hold on! Are you sure you want to say that?” or “Remember, you are what you type!” and gives you the option to either go ahead with the text or clear it.

Challenges:

While Trisha faced several obstacles while developing and launching the app, she faced greater challenges as a young woman of color (Indian immigrant) trying to run a tech company at such a young age. In an interview to the Vogue she says, “Everyone thought that I was really cute, but no one thought that I was serious, that I was committed to this idea and was going to be relentless about making it happen. I faced a lot of naysayers There were also several situations where I was on the phone with some very important people and they were really interested. But when I walked into the room, they were like, hold on, you’re a 16-year-old girl with no prior experience of the tech space. I had a lot of people who counted me out without really giving me a chance. Maybe that’s something a lot of women in the tech space experience, just being counted out without a chance to make their pitch. I had to work twice as hard and ensure my pitch was perfect so that there was never a reason to doubt anything that I was saying. It felt like there were times when there was a double standard. But in some ways, it was worth it because making change is more fun when you have something to prove. All the impact that we have been able to create today is a testament to the fact that I may have been cute, but I was also very serious.”

Achievements:

Thanks to her entrepreneurial spirit, Trisha has received world-wide acclaim in the business world. In 2016, President Obama and the U.S. State Department invited Trisha to the Global Entrepreneurship Summit, to showcase her work and share her story with other entrepreneurs. This led to ReThink being featured on ABC’s popular Television show, Shark Tank. In 2019, ReThink was the winner of Harvard University’s President’s Global Innovation Challenge & Harvard College’s i3 entrepreneurial Challenge. Trisha is the first ever Harvard College freshman to win the Harvard University’s President Innovation Grand Prize.

Trisha has also been honored with awards and recognition for her ingenuity in inventing, building, and launching ReThink. For her research and scientific inquiry, Trisha was named a 2014 Google Science Fair Global Finalist. She was awarded the 2016 MIT (Massachusetts Institute of Technology) INSPIRE Aristotle Award, as well as the 2016 University of Illinois at Urbana-Champaign Illinois High School Innovator Award.

Trisha’s advocacy to put an end to hate, social activisim and commitment to find an ever lasting solution to cyber bullying, led her to be selected as the 2015 Global Teen Leader by “We are Family Foundation”. In 2016, she was conferred with the WebMD Health Hero of the Year Prodigy Award. She has also been conferred with Anti-Bullying Champion Award by the International Princess Diana Awards, the Global Anti-Bullying Hero Award from Auburn University, the Upstander Legacy Celebration Award from the Tyler Clementi Foundation, and Daily Points of Light Honor, awarded by the George H. W. Bush Foundation for extraordinary social volunteering and service.

Trisha’s vision and voice against online hate and the power of “ReThink” has been spread across the globe through her 38+ keynotes in 24 cities at platforms such as TED, TEDx, Wired, La Ciudad de Las Ideas, SAP, Girls Who Code, the Family Online Safety Institute, universities, schools, and more.

In 2017, she was elected Illinois’s Youth Governor – the first female YMCA Youth and Government youth governor in 28 years. During her free time she volunteers to teach young women how to code at ‘Girls who code’, or leading SoGal Boston, a chapter of the SoGal movement. Being an ardent supporter of empowering women in the entrepreneurial community, Trisha has been relentlessly working to inspire next generation entrepreneurs to fearlessly work in tackling pertinent issues plaguing the world.

Trisha is currently pursuing her undergraduate education at Harvard University in Cambridge, MA, USA. In one of her keynote speeches Trisha roars, “I am a Big dreamer and believe in making dreams come true.” We at ‘The Womb’ truly wish her the best and hope that her dream to build a better world by combating hate through technology come true.

Image Courtesy: Forbes

Video Courtesy: TeDx

Read more about Trisha Prabhu here:

https://www.trishaprabhu.com/

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