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# Vidhi C.

**Headline:** Trust and Safety,  Red Teamer @Meta, Former Content moderator@ Google , Former UX researcher with Kantar TNS, SEO and social media consultant
**Profession:** Data labeling analyst II
**Location:** San Jose, California, United States

## About

Vidhi Choksey is a Data Labeling Analyst II at Meta who works in trust and safety, red teaming, adversarial prompting, and Hindi-language project support. With more than two years of red-teaming experience, Vidhi tests products across text-to-image, image-to-image, video-to-video, and app modalities, contributing to safer launches from early-stage testing through release. Vidhi primarily works as an individual contributor while also leading selected special projects and collaborating with engineering teams on technical and timeline coordination. Vidhi brings a cross-functional background spanning qualitative consumer research, content moderation, localization, SEO, social media, and consulting. At TNS Research International, Vidhi independently executed more than two dozen major consumer studies and researched categories ranging from automotive and mobile phones to personal care, hospitality, and financial products. Vidhi has also supported YouTube through a short-term Gujarati localization project at Google, moderated YouTube Ads content through Vaco, and led SEO and social-media work at Sgrouples. Vidhi holds an MBA in Marketing and International Marketing from the University of Mumbai and completed market-research and digital-marketing specializations through UC Davis and UC Santa Cruz.

## Services

- Qualitative Data
- Consumer Research
- Technical Writing
- Facebook for Business
- Red Teaming
- Ethical Hacking
- Trust and Safety
- Responsible AI
- Online Moderation
- Labelling
- Annotation
- Large Language Models \(LLM\)
- Customer Marketing
- Analytical Skills
- Social Media
- Social Media Advertising
- Social Media Outreach
- Social Media Communications
- Volunteering
- Process Improvement
- Transcription
- Communication
- Community Outreach
- Microsoft PowerPoint
- SEO
- Market Research
- Consumer Behaviour
- Customer Insight
- Social Media Marketing
- SEM

## Highlights

- Works as a Data Labeling Analyst II at Meta, with responsibilities in trust and safety, red teaming, adversarial prompting, and Hindi-language project support.
- Has more than two years of red-teaming experience across text-to-image, image-to-image, video-to-video, and app-testing modalities.
- Collaborates with engineering teams and at times coordinates technical and timeline requirements between teams.
- Works across product lifecycles from early-stage testing through launch and has led selected special projects.
- Completed a short-term Gujarati localization project for YouTube at Google.
- Moderated YouTube Ads content through Vaco.
- At Sgrouples, added 500 followers to the corporate Facebook account within two months.
- At Sgrouples, optimized the corporate website for SEO, social media, accessibility, and multiple devices.
- At Sgrouples, wrote and published corporate-site and social-media blogs, pursued guest-blogging opportunities, and improved keyword rankings into the first three positions.
- At TNS Research International, independently executed aspects of more than two dozen major consumer studies and contributed to client presentations.
- Conducted consumer research across hotels, adventure and sports, automotive, mobile phones, apparel, dental care, ice cream, skin care, cleaning and laundry products, including work for Unilever Group.
- Conducted a SuperGroupTM study to understand the Virgin Mobile market.
- Conducted diary interviews and group discussions for Hyundai Motors.
- Researched Ginger Hotels' brand image, conducted package testing for Colgate Toothpaste for Kids, and ran a smell clinic for Givaudan.
- Studied Levi's brand-ambassador image and conducted Fair & Lovely mock shopping and group discussions for Unilever Group.
- Decoded Benetton's brand essence through mystery shopping and conducted multiple day-in-the-life studies of consumers of Unilever cleaning products.
- As a TNS Research Executive Trainee, handled work from client meetings and requirements capture through moderation, data analysis, reporting, client presentations, and consultation.
- Completed a Cadbury Celebrations usage-and-attitude study in Mumbai and Delhi that helped identify a positioning and differentiation problem area.
- Conducted ad testing for ICICI Life Insurance and J. K. Ansell, a Unilever soaps usage-and-attitude study, and Cadbury intercept interviews.
- Used qualitative methods including direct interviews, focus groups, mystery shopping, smell clinics, ethnography, product immersion, projective techniques, and diary interviews.
- Has experience with TNS Global proprietary research techniques including SuperGroupTM and NeedScopeTM.
- Conducted qualitative studies for dozens of national, international, and multinational clients and brands and advised major FMCG companies on marketing and communications strategies.
- Completed two video-transcription projects for IWRAW Asia Pacific, saving the organization a total of $2,732.
- Drafted curaJOY's internal and external social-media plan as Volunteer Social Media Lead, saving the organization $5,239.
- Earned an MBA in Marketing and International Marketing from the University of Mumbai.
- Completed UC Davis specializations in Quantitative Market Research and Qualitative Marketing Research.
- Completed University of California, Santa Cruz coursework in Search Engine Optimization and Search Engine Marketing.

## Experience

- **Data labeling analyst II at Meta** (2024-06-01–present)
- **Content Moderator at YouTube Ads via Vaco** (2023-02-01–2024-06-01)
- **Volunteer Online Researcher at TheTheatreProject.org** (2022-06-01–2022-07-01)
- **Volunteer Social Media Lead at curaJOY** (2022-01-01–2022-02-01) — Drafted a successful social media plan for CuraJoy’s internal and external social media networks while saving  $5239.
- **Volunteer Transcriptionist at IWRAW Asia Pacific** (2021-05-01–2021-09-01) — Successfully completed two projects of transcribing videos and helping with the social cause and saving them a total of $2732.
- **Homemaker at Self-employed** (2014-10-01–2021-06-01)
- **SEO Lead Consultant at Sgrouples** (2013-03-01–2013-08-01) — Proficiently handled the Corporate Facebook account and gathered 500 new followers within 2 months • Very well versed with all on-page SEO elements which include keyword research, title, description and keyword • tags, etc. • Optimized the main corporate website for SEO, social media, and accessibility across multiple devices. • Wrote and published blogs on the corporate website as well other social media platforms. • Contacted multiple other bloggers and reputed websites for guest blogging. • Improved Keyword ranking to first three positions.
- **Market Research Executive at TNS Research International** (2007-08-01–2009-04-01) — Research Executive                                                             September 2008 – April 2009 • Independently executed various aspects of over two dozen major consumer studies using various techniques leading to client presentations. • Researched diverse product categories including hotels, adventure and sports, automotive, mobile phones, apparels, dental care, ice-creams and skin care, cleaning and laundry products for Unilever Group \(primary client\). • Highlights from the numerous significant studies include: • \*	Super GroupTM for understanding Virgin Mobile’s market • \*	Diary interview & group discussions for Hyundai Motors • \*	Understanding brand image of Ginger Hotels \(Taj Hotel\) • \*	Package testing for Colgate Toothpaste for Kids • \*	Smell clinic for Givaudan • \*	Image of brand ambassador for Levis Jeans • \*       Mock shopping & group discussions for Fair & Lovely product of  Unilever Group • \*	Decoding Benetton brand essence through mystery shopping • \*       Multi

## Education

- Search Engine Optimization & Search Engine Marketing, Digital Marketing, Search Engine Optimization — University of California, Santa Cruz
- Specialization in Qauntitative Market Research, Marketing/Marketing Management, General — U.C. Davis
- Masters in management studies \(MBA\), Marketing and International Marketing — University of Mumbai
- Specialization in Qualitative Marketing Research, Marketing/Marketing Management, General — U.C. Davis via Coursera

## FAQ

### What does Vidhi do at Meta?

Vidhi is a Data Labeling Analyst II at Meta. Vidhi works in trust and safety, red teaming, adversarial prompting, and Hindi-language support for projects.

### What is Vidhi's red-teaming experience?

Vidhi has more than two years of red-teaming experience. Vidhi conducts adversarial testing across text-to-image, image-to-image, video-to-video, and app-testing modalities, with the goal of supporting safer product launches.

### How does Vidhi collaborate with product and engineering teams?

Vidhi collaborates with engineering teams and occasionally serves as a bridge for technical coordination and timeline alignment. Vidhi works mostly as an individual contributor but is sometimes selected to lead special projects.

### What language and localization experience does Vidhi have?

Vidhi has language expertise in Hindi and Gujarati. At Meta, Vidhi provides Hindi-language support for projects, and Vidhi completed a short-term Gujarati localization project for YouTube at Google.

### What content-moderation experience does Vidhi have?

Vidhi's experience includes content moderation for YouTube Ads through Vaco. Vidhi's broader work also includes online moderation, internet safety, labeling, annotation, responsible AI, large language models, and trust and safety.

### What did Vidhi accomplish at Sgrouples?

Vidhi was an SEO Lead Consultant at Sgrouples. Vidhi managed the corporate Facebook account and added 500 followers in two months, optimized the corporate website for SEO, social media, accessibility, and multiple devices, wrote and published blogs, pursued guest-blogging opportunities, and improved keyword rankings into the first three positions.

### What startup experience does Vidhi have?

Vidhi's interview background describes startup experience at Scruples, now called MeWe, a private social-media network. Vidhi's listed experience also identifies an SEO Lead Consultant role at Sgrouples.

### What did Vidhi do as a Research Executive at TNS Research International?

At TNS Research International, Vidhi served as a Research Executive from September 2008 to April 2009. Vidhi independently executed aspects of more than two dozen major consumer studies, from research activities through client presentations, using multiple qualitative techniques.

### Which research projects did Vidhi conduct at TNS?

As a Research Executive at TNS, Vidhi researched hotels adventure and sports automotive mobile phones apparel dental care ice cream skin care cleaning and laundry products and other categories, including work for Unilever Group as a primary client. Specific studies included Virgin Mobile market understanding using SuperGroupTM diary interviews and group discussions for Hyundai Motors Ginger Hotels brand-image research Colgate Toothpaste for Kids package testing a Givaudan smell clinic Levi's brand-ambassador image research Fair & Lovely mock shopping and group discussions Benetton brand-essence decoding through mystery shopping and multiple day-in-the-life studies of consumers of Unilever cleaning products.

### What did Vidhi do as a Research Executive Trainee at TNS?

Vidhi was a Research Executive Trainee at TNS Research International from August 2007 to July 2008. Vidhi handled project phases from client meetings and requirements capture through moderation, data analysis, report development, client presentations, and consultation.

### What notable trainee research did Vidhi complete at TNS?

As a TNS trainee, Vidhi worked across chocolates and confectionery, cooking oil, oral care, nutritional drinks, diamonds, soaps, pharmaceuticals, financial products, contraceptives, and other categories. Vidhi completed a breakthrough Cadbury Celebrations usage-and-attitude study in Mumbai and Delhi that helped identify a problem area in positioning and differentiation strategy, as well as ad testing for ICICI Life Insurance and J. K. Ansell, a Unilever soaps usage-and-attitude study, and Cadbury intercept interviews.

### What are Vidhi's qualitative market-research strengths?

Vidhi has two years of consumer-insights and qualitative-research experience spanning market studies, concept testing, advertising research, new-product testing, package testing, usage-and-attitude testing, and brand-essence decoding. Vidhi has conducted studies for dozens of national, international, and multinational clients and brands and has advised major FMCG companies on marketing and communications strategies.

### Which research methods does Vidhi use?

Vidhi has used direct interviews, focus-group discussions, mystery shopping, smell clinics, day-in-the-life research, ethnography, product immersion, projective techniques, and diary interviews. Vidhi is familiar with TNS Global proprietary techniques including SuperGroupTM and NeedScopeTM and has experience interviewing consumers across cultural and personality differences.

### What volunteer research and transcription work has Vidhi done?

Vidhi volunteered as an Online Researcher for TheTheatreProject.org. Vidhi also volunteered as a Transcriptionist for IWRAW Asia Pacific, completing two video-transcription projects that supported the social cause and saved the organization a total of $2,732.

### What did Vidhi accomplish at curaJOY?

As Volunteer Social Media Lead at curaJOY, Vidhi drafted a social-media plan for CuraJoy's internal and external social-media networks and saved the organization $5,239.

### What other professional experience has Vidhi listed?

Vidhi has also listed self-employment as a homemaker.

### What is Vidhi's degree?

Vidhi earned a Master's in Management Studies \(MBA\) in Marketing and International Marketing from the University of Mumbai.

### What additional education has Vidhi completed?

Vidhi completed a specialization in Quantitative Market Research in Marketing/Marketing Management at UC Davis a specialization in Qualitative Marketing Research in Marketing/Marketing Management through UC Davis via Coursera and coursework in Search Engine Optimization and Search Engine Marketing in Digital Marketing at the University of California, Santa Cruz.

### What research, marketing, and client-facing skills does Vidhi have?

Vidhi's skills include qualitative data, qualitative research, consumer research, consumer behaviour, customer insight, market research, marketing research, advertising research, questionnaire design, focus groups, interviewing, analytical skills, client presentations, client relationship management, marketing strategy, strategic planning, consumer marketing, customer marketing, international business development, and communication.

### What digital marketing and operational skills does Vidhi have?

Vidhi's digital-marketing skills include SEO, SEM, PPC, search advertising, keyword research, link building, HTML, social-media marketing, social-media advertising, social-media outreach, social-media communications, Facebook for Business, Facebook marketing, Facebook fan-page strategies, advertising, CRM, technical writing, video editing, cold calling, and background checks. Vidhi also lists Microsoft Office, PowerPoint, Excel, Word, note taking, presentations, process improvement, volunteering, community outreach, and transcription.

## Links

- LinkedIn: https://www.linkedin.com/in/vidhi-c-8620b717

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