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Crime Tech Lite Technology

Google Hit with $1.1 Million Penalty in Gender Bias Lawsuit

Google Cloud engineering director Ulku Rowe’s lawsuit claimed the company paid less-experienced male executives hired at the same time higher salaries for similar roles….reports Asian Lite News

Google will have to pay $1.1 million to a company executive who filed a complaint against the tech giant for gender-based discrimination, a jury in the US has ruled.

The lawsuit by Google Cloud engineering director Ulku Rowe had alleged that the company gave higher pay to less-experienced male executives who were hired for similar roles at the same time.

She alleged that Google also denied her promotions in response to her complaints.

The New York jury ordered Google to pay Rowe for both punitive damages and pain and suffering, reports Bloomberg Law.

In an email sent to The Verge, Attorney Cara Green of Outten & Golden said that the “unanimous verdict not only validates Rowe’s allegations of mistreatment by Google,” but that it sends a message that “discrimination and retaliation will not be tolerated in the workplace.”

Green credited “the efforts of thousands of Googlers who walked out in 2018 and demanded reforms.”

Around 20,000 Googlers had protested in 2018 against the Internet giant’s handling of sexual harassment and, more broadly, its workplace policies around equity and transparency.

The protest followed an article in The New York Times that spoke about sexual misconduct allegations against senior executives, specifically against Android creator Andy Rubin.

He later denied the claims.

In Rowe’s case, the jury decided that Google did commit gender-based discrimination.

Rowe had 23 years of experience when she started at Google in 2017.

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-Top News Tech Lite Technology

Gender bias seen in AI-generated content on leadership

Generative AI learns the patterns in input data, using which the AI is trained, and then creates content bearing similar characteristics. The AI depends on machine learning concepts for content creation…reports Asian Lite News

New research has revealed an inherent gender bias in the content – text, images, other media – generated by artificial intelligence (AI).

Analysing AI-generated content about what made a ‘good’ and ‘bad’ leader, men were consistently depicted as strong, courageous, and competent, while women were often portrayed as emotional and ineffective, researchers at the University of Tasmania, Australia, and Massey University, New Zealand, found.

Thus, AI-generated content can preserve and perpetuate harmful gender biases, they said in their study published in the journal Organizational Dynamics.

“Any mention of women leaders was completely omitted in the initial data generated about leadership, with the AI tool providing zero examples of women leaders until it was specifically asked to generate content about women in leadership.

“Concerningly, when it did provide examples of women leaders, they were proportionally far more likely than male leaders to be offered as examples of bad leaders, falsely suggesting that women are more likely than men to be bad leaders,” said Toby Newstead, the study’s corresponding author.

Generative AI learns the patterns in input data, using which the AI is trained, and then creates content bearing similar characteristics. The AI depends on machine learning concepts for content creation.

For training these generative AI technologies, vast amounts of data from the internet along with human intervention to reduce harmful or biases are processed.

Therefore, AI-generated content needs to be monitored to ensure it does not propagate harmful biases, said study author Bronwyn Eager, adding that the findings highlighted the need for further oversight and investigation into AI tools as they become part of daily life.

“Biases in AI models have far-reaching implications beyond just shaping the future of leadership. With the rapid adoption of AI across all sectors, we must ensure that potentially harmful biases relating to gender, race, ethnicity, age, disability, and sexuality aren’t preserved,” she said.

“We hope that our research will contribute to a broader conversation about the responsible use of AI in the workplace,” said Eager.

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Books Lite Blogs

Gender inequalities on art of writing

“Most of the famous writers and outstanding literature in the world is created by women. Most famous best sellers are women. Women are vocal, expressive and creative.”…writes Siddhi Jain.

As more and more women take to writing as a career, do they still feel reminded that they are female writers? Five authors reveal the kind of comments they have received over their years of writing, relating to gender or not, and how they dealt with them.

Kavya Sharma, All Seasons Alike

“People judge you not only for your art and the kind of profession you’ve gotten into, they also assume as a woman you have it easy and this presumption is what creates discord. Some people also assume that as a woman your experiences are limited which further limits your writing arena. There are these huge writing groups who favour a few over others and those same set of people keep getting seen at various events and launches.”

“Some people said ‘ahh, the privileged sex, you can of course afford to become a writer.’ Some people have said ‘People will only buy your book for how you look, you can get away with bad writing’. Honestly, it did initially bother me a lot as it would anyone who works hard on their art. I answered back and fought with a lot of people for such things; but as I matured I realised that none of these people matter and I cannot waste my energy trying to make them understand. The best way to fight them was to continue working on my art.”

Anuradha Prasad, Two Winters and 365 Days

“Most of the famous writers and outstanding literature in the world is created by women. Most famous best sellers are women. Women are vocal, expressive and creative.”

“I must say women have to work ten times harder than men to create a niche for themselves in a given profession. It’s more challenging, as they are not only working outside, they are working inside the homes too. Women are tugged emotionally on all levels. They are torn between their families and work places. I experienced the same struggle. I handled criticism in stride. Took it easy and improvised on the pointers levelled at me from time to time. Sometimes identified criticism as baseless work of art and moved on!”

Raina Singhwi Jain, The Golden Bird 2.0

“As a working professional, one has to deal with criticism. It is however upto us to pay attention only to constructive criticism that can help us improve our skills. My father was the inspiration behind this book. A lot of the ideas mentioned in the book were a result of active debates with my father. I was fortunate enough to be surrounded by highly supportive family and friends who enabled me to focus on the book.”

“Don’t be overwhelmed by your ambitions and goals, just take the first step and new opportunities will automatically start coming your way.”

Janhavi Bhat, Ashes of Desires

“Struggles are a part and parcel of life. Without hardships it is impossible to reach anywhere. The biggest hindrance in my journey was my failure to realise my self-worth. Often times when one chooses a different path and sees a future that’s inconceivable by the majority, a sense of negativity looms over. I always keep an anchor thought as my inspiration.” My anchor thought is my reason to choose writing – express with utmost authenticity and honesty.

“Authenticity is a deep value in itself. Be fearless and honest. It might be difficult to find people who will support you. Nonetheless, go after your dreams and the right people are sure to accompany you.”

Arushi Vats, Oasis in the Desert and Other Stories

“When I was following the path of my dreams, there were many people who made every attempt to belittle my dreams or discourage in some way or other. They would give their unsolicited opinion of how being an author wouldn’t do me good. Nonetheless, I cared less and turned a deaf ear to them. I was confident in my ability to go after my dream of becoming a published author and I am proud that I never bothered to hear those harsh words and demotivate myself.”

“When I decided to publish my first book, there was no one to give me prior guidance of how to find a publisher or pitch your story. There’s always room to improve. But, the thrill of doing things on your own with all the struggles and experiences gave me some confidence that I can be a writer. I realised that with time writing skills get sharpened and you only get better. Never underestimate yourself, you have the potential and the calibre to do it, so go ahead and do things with unwavering strength.”

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