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Full-Time

Sr. Machine Learning Knowledge Engineer

Taxonomist

Posted on 6/25/2024

Glassdoor

Glassdoor

1,001-5,000 employees

Job search platform with company reviews

Consulting
Consumer Software
Education

Compensation Overview

$122.1k - $162.2kAnnually

+ Bonus + RSUs

Senior

Remote in USA

Category
Applied Machine Learning
Natural Language Processing (NLP)
AI & Machine Learning
Required Skills
Python
SQL
Natural Language Processing (NLP)
Data Analysis
Requirements
  • 5+ years of experience focusing on natural language processing, taxonomy and ML model analysis
  • Solid understanding of the ML model development life cycles
  • Experience overseeing teams of human data labelers, creating annotation guidelines, and performing audits and quality control for data annotation teams
  • Experience working with data from social media platforms
  • A background in linguistics, library science, or information retrieval
  • Working knowledge of Python, SQL, and command line operations
  • Familiarity with occupational taxonomies, employee benefits, and career industries
Responsibilities
  • Work with product managers to understand product requirements and use cases
  • Become a subject matter expert on various topics related to careers and social media discussion by diving deep into data
  • Curate data sets for model training and development with attention to mitigating bias
  • Create and maintain taxonomies as needed for model development using industry best practices
  • Audit and refine existing taxonomies as needs and use cases change
  • Design and operationalize annotation and model evaluation tasks
  • Provide data-driven analysis and insights from data and evaluations
  • Advocate for the importance of human-in-the-loop during model development
  • Work autonomously with minimum direction
  • Engineer prompts to guide generative AI to produce desired outputs
  • Automate operations and perform data analysis using Python and SQL

Glassdoor connects job seekers with employers by providing a platform for job listings, salary information, and company reviews. Job seekers can browse millions of job openings, use personalized salary tools to understand compensation trends, and read anonymous reviews from current and former employees to gain insights into company cultures and work environments. For employers, Glassdoor allows free job postings and offers branding solutions to help attract talent by showcasing their workplace culture. The platform also features Fishbowl, which encourages anonymous discussions among professionals. Glassdoor generates revenue through advertising and premium subscription services, offering enhanced visibility for job postings and access to advanced recruiting tools. The goal of Glassdoor is to facilitate informed career decisions for job seekers while helping employers connect with potential candidates.

Company Stage

M&A

Total Funding

$1.4B

Headquarters

Mill Valley, California

Founded

2007

Growth & Insights
Headcount

6 month growth

5%

1 year growth

10%

2 year growth

16%
Simplify Jobs

Simplify's Take

What believers are saying

  • Being named to Fast Company's list of the World's Most Innovative Companies of 2024 highlights Glassdoor's commitment to innovation and industry leadership.
  • The platform's transition to a fully remote model can attract top talent seeking flexible work arrangements.
  • Glassdoor's extensive user base and targeted advertising capabilities provide significant revenue opportunities and market influence.

What critics are saying

  • The recent breach of trust incident, where real names were exposed without consent, could severely damage user trust and platform credibility.
  • Negative publicity from privacy issues may lead to a decline in user engagement and a potential exodus of users to competing platforms.

What makes Glassdoor unique

  • Glassdoor's extensive database of company reviews and salary tools provides unparalleled transparency for job seekers, setting it apart from traditional job search platforms.
  • The Fishbowl feature fosters anonymous, candid conversations among professionals, creating a unique community aspect that competitors lack.
  • Glassdoor's dual focus on job seekers and employers, combined with its employer branding solutions, offers a comprehensive approach to recruitment and career decision-making.

Benefits

Medical, dental, & vision coverage

PTO

401(k) with 50% match

Professional development

INACTIVE