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Wendy D.
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Wendy D.

Expert Research | AI Training, Evaluation & Accuracy

WHERE DATA MEETS DISCERNMENT AI can process vast amounts of information in seconds. But what happens when the information is incomplete, the assumptions are flawed, or the right questions were never asked? That's where experienced research judgment makes the difference. With 20+ years of investigative and strategic research experience, including conducting over one million public-record searches, I help organizations improve AI accuracy through training and evaluation. My background includes regulatory compliance and complex investigations across multiple industries. I use AI extensively in my own research practice, giving me firsthand experience with both its capabilities and limitations. That perspective helps me identify and address gaps throughout the AI development and evaluation process. HOW I CAN SUPPORT YOUR AI INITIATIVES 1. AI Training & Development 🔹Create realistic research scenarios and reference answers. 🔹Develop examples involving complex professional situations and conflicting information. 🔹Establish criteria for evaluating research accuracy and quality. 2. AI Model Evaluation & Testing 🔹Assess responses for accuracy, completeness, relevance, and consistency. 🔹Verify claims against authoritative sources. 🔹Test how models handle ambiguity and incomplete context. 🔹Identify factual errors, unsupported conclusions, and reasoning gaps. 3. Ongoing Accuracy & Quality Assurance 🔹Review AI-generated information for accuracy and reliability. 🔹Identify recurring errors, outdated information, and emerging concerns. 🔹Document findings and recommend improvements. SUBJECT-MATTER FOCUS AREAS 🔹Legal & Public Records 🔹Healthcare 🔹Education 🔹Nonprofit Organizations 🔹Fraud Prevention & Investigation 🔹Exploitation Prevention & Child Protection If you're developing, training, or evaluating an AI system, let's discuss how my research expertise can contribute to your project.

🇺🇸Franklin, United States$75/hr100% JSS4.99 (20)Since May 2022

Earnings and projects

MRR
$2.5k

Last 6 months ÷ 6

World#16,682 / 412k
🇺🇸Country#4,058 / 62.1k
Revenue, last 30 days
$2.2k

Last 6 months: $15k

World#19,055 / 412k
🇺🇸Country#4,063 / 62.1k
Total earnings
$178k

Billed in all: $187k

World#18,317 / 412k
🇺🇸Country#4,277 / 62.1k
Per project
$5.9k

$5k in the last 6 months

World#29,149 / 412k
🇺🇸Country#4,810 / 62.1k
Projects, last 6 months
3
67% fixed33% hourly
World#66,481 / 412k
🇺🇸Country#8,998 / 62.1k
Projects in all
30

Across 31 contracts

39% fixed61% hourly
World#97,487 / 412k
🇺🇸Country#14,500 / 62.1k

Earnings, last 30 days

$187k+$2.2k earned in the last 30 daysBilled in all, before Upwork's fee · drag across the chart to see what was earned in any stretch
$184k$186k$188kOct 8Oct 23Nov 7

Skill rankings: Top 2% in Online Research

Ranked by MRR among everyone on Upwork with the skill.

  1. 2Secondary Research103 freelancers · 🇺🇸 #1Top 2%
  2. #4AI Research40 freelancers · 🇺🇸 #2Top 10%
  3. #7Program Evaluation167 freelancers · 🇺🇸 #6Top 4%
  4. #7AI Evaluation149 freelancers · 🇺🇸 #2Top 5%
  5. #8AI Testing61 freelancers · 🇺🇸 #2Top 13%
  6. #12Content Research603 freelancers · 🇺🇸 #5Top 2%
  7. #15Risk Analysis372 freelancers · 🇺🇸 #5Top 4%
  8. #15Criminal Law210 freelancers · 🇺🇸 #8Top 7%