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# Sarah Logsdon

**Headline:** Data Labeling Analyst II @ Meta
**Profession:** Director of Communications
**Location:** United States

## About

Sarah Logsdon is a Data Labeling Analyst II at Meta, employed through Tundra Technical Soutions, and Director of Communications for the Indonesian American Chamber of Commerce Southeastern Central USA\. She works across AI data quality, marketing, communications, account management, and event operations\. Sarah’s strengths include multilingual LLM training and evaluation, data annotation, quality assurance, native\-level fluency assessment in English and Indonesian, and identifying subtle output errors that affect AI performance\. She maintains more than 90% accuracy across multiple data\-labeling projects and has enhanced model pass rate by 51% through precise annotation and end\-to\-end LLM training and evaluation workflows\. Sarah also evaluates external data\-vendor performance, improves recurring labeling errors, and collaborates with research teams, data scientists, and cross\-functional stakeholders on guidelines and quality calibration\. Her commercial and communications experience includes an 80% priority\-client renewal rate at Gartner, a 25% sales\-pipeline expansion, and a 40% increase in engagement\. Sarah has executed large\-scale events for more than 300 attendees and brings hands\-on experience in logistics, vendor coordination, on\-site operations, visual communications, email outreach, and marketing analytics\. She is open to technical AI and data work as well as marketing and sales\-support roles\.

## Services

- Event Management
- Web Design
- Print Design
- Canva
- Adobe Creative Suite
- Customer Relationship Management \(CRM\)
- Marketing Material Creation
- Graphic Design
- Email Marketing
- Machine Learning
- Data Audit
- Quality Assurance
- Generative AI
- Bahasa Indonesia
- Data Annotation
- Marketing
- Supply Chain Operations
- Digital Marketing
- E\-Commerce
- Order Management

## Highlights

- Maintains more than 90% accuracy across multiple data\-labeling projects supporting multilingual LLM performance\.
- Enhanced model pass rate by 51% through precise data annotation and end\-to\-end LLM training and evaluation workflows at Meta\.
- Evaluates AI quality and fluency in both English and Indonesian, including analysis and correction of AI outputs for LLM training\.
- Monitors external data\-vendor performance and develops scalable solutions to recurring labeling errors\.
- Collaborates with research teams, data scientists, and cross\-functional stakeholders to refine annotation guidelines and lead quality calibration initiatives\.
- Creates promotional collateral and bi\-annual reports for the Indonesian American Chamber of Commerce Southeastern Central USA while following brand standards\.
- Collaborates with the Chamber’s Executive Team on electronic presentations and marketing materials using Canva and Adobe Suite\.
- Founded HVNGOS, an online proxy\-buying service that simplifies international purchasing\.
- Reduced HVNGOS shipping costs by approximately 60% by identifying cost\-efficient third\-party vendors, including Pirate Ship\.
- Used online software at HVNGOS to track inventory, regulate transactions, and resolve discrepancies\.
- Expanded Gartner’s sales pipeline by 25% by identifying sales opportunities and qualifying leads\.
- Increased engagement by 40% at Gartner by using Salesforce and internal tools to streamline client and prospect communication\.
- Sustained an 80% renewal rate and converted 30% of prospects to key clients at Gartner\.
- Executed multiple large\-scale events for more than 300 attendees, leading logistics, vendor coordination, and on\-site operations\.
- Orchestrated SASE’s first in\-person post\-pandemic banquet, partnering with local vendors and venues to draw more than 100 attendees\.
- Connected more than 20 SASE members and alumni for mentoring and professional and academic growth\.
- Increased SASE member engagement by 60% as Marketing Chair\.
- Increased SASE follower count by 20% through strategic use of built\-in social\-media analytics\.
- Directed SASE marketing and communications initiatives through delegation and organized communication\.
- Created SASE marketing materials aligned with organizational branding guidelines\.
- Maintained formal program communications and delivered weekly internal and public marketing outreach as Communications Chair at the Stephen Stagner Sales Excellence Institute\.
- Conducted marketing and sales analysis for Target Hunger and developed strategies generating up to 200% ROI\.
- Managed up to $1,000 in POS transactions and served more than 200 customers daily at Square Root Poke\.
- Processed more than 500 online and in\-person orders daily at The Alley\.

## Experience

- **Director of Communications at Indonesian American Chamber of Commerce Southeastern Central USA** (2024\-10\-01–present) — Create engaging visual collateral ranging from promotional materials to bi\-annual reports for a diverse group of audiences while following established brand standards\. • Collaborate with other members of the Executive Team to develop various forms of electronic presentations and marketing materials\. • Leveraged Tools: Canva, Adobe Suite
- **Data Labeling Analyst II at Meta** (2024\-08\-01–present) — Enhance model pass rate by 51% through precise data annotation and end\-to\-end execution of LLM training and evaluation workflows\. • Monitor and evaluate external data vendor performance using internal tools and develop scalable solutions to recurring labeling errors to improve vendor output\. • Collaborate with research teams, data scientists, and cross\-functional stakeholders to refine annotation guidelines and lead quality calibration initiatives\. • Key Skills: High Attention to Detail, Cross\-functional Communication, Data Auditing, Large\-scale Dataset Validation, Quality Asssurance • Employed through Tundra Technical Soutions
- **Account Management Associate at Gartner** (2023\-07\-01–2024\-03\-01) — Identified new sales opportunities and qualified leads, expanding the sales pipeline by 25%\. • Increased engagement by 40% by leveraging Salesforce and internal tools to streamline client and prospect communication\. • Sustained an 80% renewal rate and 30% conversion rate of prospects to key clients\. • Leveraged Tools: Salesforce CRM, PowerBI, Microsoft Office Suite, HTML • Key Skills: B2B Sales, Email Marketing, Data Reporting, Consultation, Multichannel Marketing
- **Sales Team Manager at The Stephen Stagner Sales Excellence Institute** (2022\-08\-01–2022\-12\-01)
- **Nonprofit Sales Consultant at The Stephen Stagner Sales Excellence Institute** (2022\-08\-01–2022\-12\-01) — Conducted a marketing and sales analysis of a local non\-profit, Target Hunger, to identify areas of improvement • Developed low cost and high return strategies to increase non\-profit’s monetary capital, generating up to 200% ROI
- **Communications Chair at The Stephen Stagner Sales Excellence Institute** (2022\-08\-01–2022\-12\-01) — Retained and ensured formal communication to the program’s students and staff regarding highlights and critical upcoming events • Utilized creative tools and email automation platforms to develop weekly internal outreach and public marketing outreach
- **Vice President Internal at SASE \- Society of Asian Scientists and Engineers** (2022\-01\-01–2022\-05\-01) — Orchestrated our first in\-person banquet post pandemic and partnered with local vendors and venues resulting in over 100\+ attendees • Fostered mentor connections between over 20 current members and alumni to trigger professional and academic growth
- **Student Sales Professional at The Stephen Stagner Sales Excellence Institute** (2022\-01\-01–2022\-12\-01)
- **Marketing Chair at SASE \- Society of Asian Scientists and Engineers** (2021\-08\-01–2021\-12\-01) — Leveraged a wide scope of creative tools to develop visually enticing communications to increase member engagement by 60% • Directed our marketing and communications team initiatives by ensuring proper delegation and organized communication • Created marketing materials adhering to the organization’s branding guidelines to effectively communicate our brand identity • Strategically used built in analytical tools on social media accounts to stimulate engagement which increased follower count by 20%
- **Barista at The Alley** (2021\-07\-01–2023\-06\-01) — Provided exemplary customer service while processing over 500 orders daily through online mediums alongside in person customer orders
- **Server at Square Root Poke** (2020\-09\-01–2021\-01\-01) — Operated POS cash register and managed up to $1000 in transactions as cashier, while providing exceptional service to 200\+ customers daily
- **Founder, Group Order Manager at HVNGOS** (2020\-06\-01–2022\-06\-01) — Self\-started online proxy buying service simplifying the international purchasing process • Enhanced shipping management by finding cost\-efficient third\-party vendors such as Pirate Ship, resulting in cost savings of about 60% • Utilized online software to monitor and track inventory, regulate online transactions, and identify and resolve discrepancies or issues

## Education

- Bachelor of Business Administration \- BBA, Marketing — University of Houston, C\.T\. Bauer College of Business (2019\-01\-01–2024\-01\-01)

## FAQ

### What does Sarah do now?

Sarah is a Data Labeling Analyst II at Meta, employed through Tundra Technical Soutions\. She also serves as Director of Communications for the Indonesian American Chamber of Commerce Southeastern Central USA\.

### What is Sarah's AI and data\-quality expertise?

Sarah performs precise data annotation and end\-to\-end LLM training and evaluation workflows\. She analyzes and corrects AI outputs for fluency, evaluates AI quality work in English and Indonesian, monitors external data\-vendor performance, develops scalable responses to recurring labeling errors, and works with research teams, data scientists, and cross\-functional stakeholders to refine annotation guidelines and lead quality calibration\.

### What measurable results has Sarah achieved in data labeling?

Sarah maintains more than 90% accuracy across multiple data\-labeling projects supporting multilingual LLM performance\. Her work has enhanced model pass rate by 51%\.

### Which languages does Sarah use in AI evaluation?

Sarah is bilingual in English and Indonesian\. She applies native\-level fluency expertise in both languages and is especially strong at identifying subtle AI\-output mistakes that may be missed in fluency evaluation\.

### What does Sarah do for the Indonesian American Chamber of Commerce Southeastern Central USA?

As Director of Communications, Sarah creates visual collateral, including promotional materials and bi\-annual reports, for diverse audiences while following established brand standards\. She collaborates with the Executive Team on electronic presentations and marketing materials, using Canva and Adobe Suite\.

### What did Sarah build at HVNGOS?

Sarah founded HVNGOS as an online proxy\-buying service to simplify international purchasing\. She improved shipping management by identifying cost\-efficient third\-party vendors, including Pirate Ship, producing approximately 60% cost savings\. She also used online software to monitor inventory, regulate online transactions, and identify and resolve discrepancies\.

### What did Sarah accomplish at Gartner?

At Gartner, Sarah identified new sales opportunities and qualified leads, expanding the sales pipeline by 25%\. She increased engagement by 40% through Salesforce and internal communication tools, sustained an 80% renewal rate, and converted 30% of prospects to key clients\. Her tools included Salesforce CRM, PowerBI, Microsoft Office Suite, and HTML\.

### What event\-management experience does Sarah have?

Sarah has executed multiple large\-scale events with more than 300 attendees, leading logistics, vendor coordination, and on\-site operations\. As Vice President Internal for SASE, she also orchestrated the organization’s first in\-person post\-pandemic banquet with local vendors and venues, drawing more than 100 attendees\.

### What did Sarah accomplish at SASE \- Society of Asian Scientists and Engineers?

As Vice President Internal at SASE, Sarah fostered mentor connections between more than 20 current members and alumni to support professional and academic growth\. Earlier, as Marketing Chair, she increased member engagement by 60%, increased follower count by 20% through social\-media analytics, directed marketing and communications initiatives, and created brand\-aligned marketing materials\.

### What roles has Sarah held at The Stephen Stagner Sales Excellence Institute?

At the Stephen Stagner Sales Excellence Institute, Sarah has served as a Student Sales Professional, Sales Team Manager, Communications Chair, and Nonprofit Sales Consultant\. As Communications Chair, she maintained formal communications about program highlights and critical events and used creative tools and email automation for weekly internal and public marketing outreach\.

### What was Sarah's nonprofit consulting work at the Stephen Stagner Sales Excellence Institute?

As a Nonprofit Sales Consultant, Sarah conducted a marketing and sales analysis for Target Hunger, a local nonprofit\. She developed low\-cost, high\-return strategies intended to increase monetary capital, generating up to 200% ROI\.

### What customer\-service and operations experience does Sarah have?

At Square Root Poke, Sarah operated the POS cash register, managed up to $1,000 in cashier transactions, and served more than 200 customers daily\. At The Alley, she provided customer service while processing more than 500 daily orders across online and in\-person channels\.

### What is Sarah's education?

Sarah earned a Bachelor of Business Administration in Marketing from the University of Houston, C\.T\. Bauer College of Business\.

### What skills does Sarah bring?

Sarah’s skills include event management, web design, print design, Canva, Adobe Creative Suite, CRM, marketing\-material creation, graphic design, email marketing, machine learning, data audit, quality assurance, generative AI, data annotation, marketing, supply\-chain operations, digital marketing, e\-commerce, and order management\.

### What kinds of opportunities is Sarah open to?

Sarah is open to technical AI and data roles as well as marketing and sales\-support roles\. Her background combines data quality, communications, marketing, account management, event operations, and client engagement\.

## Links

- LinkedIn: https://www\.linkedin\.com/in/salogsdon

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