Manisha Carol
@manishacarol
I enforce platform safety policies, detect fraud, and improve online trust through data-driven moderation.
IndiaWhat I'm looking for
I've protected users across LinkedIn and YouTube by enforcing policies on fraud, scams, malware, child safety, hate, harassment, illegal sales, and harmful content. At LinkedIn, I investigated fake and scam job trends, surfaced edge cases, and collaborated across teams to strengthen fraud detection and prevention.
I've also labeled and evaluated AI-generated outputs, calibrated safety classifiers, audited queues, triaged user reports, and reported product bugs to engineering teams. I balance daily quality and throughput targets while supporting new hires with feedback and maintaining an empathetic, professional approach.
Experience
Work history, roles, and key accomplishments
Responsibilities: • Interpret and enforce LinkedIn policies related to fake/ fraud jobs, scam jobs and jobs with harmful contents. • Effectively recognize problems by performing relevant research and data analysis using appreciate tools, resources, internal and external subject matter experts. • Flag edge cases or inconsistencies in task design or model output. • Able to identify jobs fraud or job
Interpreted and enforced LinkedIn policies related to fake or fraud jobs, scam jobs, and jobs with harmful content. Recognized problems by performing research and data analysis using appropriate tools and resources.
- Worked as part of the TnS-ACE Team @LinkedIn in combating Trust challenges in the platform to enhance User Experience and to improve trust in the platform.
- Worked on various Trust verticals including Malware, Money and Commercial Scams, Spams, Fraud, Terrorisms, EV, Illegal sales, Hate, Harassment, etc.
- Woeked on UF, MF and Adhoc content from mutiple content sources ; labelled and trained cl
Evaluated and compared AI-generated responses based on quality and coherence. Reviewed content based on YouTube community guidelines and policies, and collaborated with operational teams.
Trust Associate
Aug 2018 - Jul 2021 (2 years 11 months)
Responsibilities: • Evaluate and compare AI-generated responses based on quality, coherence, and helpfulness. • Assign preference rankings to pairs or sets of model outputs. • Review content in media based on YouTube community guidelines/policies. • Follow detailed labelling guidelines and adjust based on evolving criteria. • Working on collaboration with operational team. • Complete reporting of
-Worked with Youtube Trust and Safety Team as a Google EWF (CNX) employee in the role of TnS Associate-Policy Agent to ensure enforcement of safety policies in various Trust verticals including Spam, Child Safety, Graphic contents, Channel Impersonation etc. to make Youtube a safer and more inclusive space for all.
Education
Degrees, certifications, and relevant coursework
Jain University
Master of Business Administration
Jain University
Master's Degree
Viveka
High School Diploma
Viveka Pre-University College,Kota
High School Diploma
Viveka Pre-University College,Kota
Pre-University College Completed
St. Agnes College, Mangalore-575002
Bachelor's Degree
Jain (Deemed-to-be University)
Master of Business Administration - MBA, International Finance
2022 - 2024
Jain (Deemed-to-be University)
Master of Business Administration, International Finance
2022 - 2024
Pursued a Master of Business Administration with a focus on International Finance.
St. Agnes College
Bachelor of Business Administration, management
2013 - 2016
Tech stack
Software and tools used professionally
Availability
Location
IndiaAuthorized to work in
Job categories
Skills
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