NewsBreak

Local Intent Data Mining Specialist

NewsBreak$112K — $293K *
Consumer Technology
5 - 7 years of experience
Job Overview by Ladders

Qualifications

  • 5+ years as an Applied Scientist or ML Engineer focused on query understanding, intent, semantic search, or NLU.
  • Experience in production environments with real user-facing models, not just offline research.
  • Proficient with embeddings, semantic search, intent classification, and taxonomy construction.
  • Hands-on experience deploying LLMs in production systems.
  • Ability to handle consumer-internet data at scale.

Responsibilities

  • Build models for query understanding and user-intent classification in local consumer demand.
  • Design and expand intent taxonomies and interest graphs across local categories and merchants.
  • Deploy LLM-driven features for search and recommendations on a consumer scale.
  • Utilize embeddings and NLU to align complex consumer language with local supply.
  • Define and implement metrics to correlate intent quality with conversion rates.

Benefits

  • Comprehensive rewards package designed to attract top talents.
  • Opportunity for discretionary bonuses based on performance.
  • Potential for stock options in addition to base salary.
Full Job Description
About the role

You will build the systems that understand what local consumers actually want - turning raw queries, behavior, and context into structured intent. This means query understanding, user-intent classification, semantic search, and the intent taxonomies and interest graphs that power discovery across local categories. You will bring LLMs into production, not the lab, to make local search and recommendations genuinely understand consumer intent.
What you'll do
  • Build query-understanding, user-intent classification, and semantic-search models for local consumer demand.
  • Design and grow intent taxonomies and interest graphs over local categories and merchants.
  • Ship LLM-powered features into production for search and recommendations at consumer scale.
  • Work with embeddings, retrieval, and NLU to connect messy consumer language to local supply.
  • Define metrics and run experiments that tie intent quality to downstream conversion.
What we're looking for
  • 5+ years as an Applied Scientist or ML Engineer on query understanding, intent, semantic search, or NLU.
  • Production experience shipping models that serve real users - not purely offline or research work.
  • Hands-on with embeddings, semantic search, intent classification, taxonomy, or interest-graph construction.
  • Experience bringing LLMs into production systems.
  • Comfort working at consumer-internet data scale.
Nice to have
  • Background at Google Search / Ads quality, Meta, TikTok, Pinterest, DoorDash, Instacart, Amazon Search/Alexa, or Apple.
  • Built a user-intent taxonomy or interest graph at a consumer internet company.
  • Consumer-intent or personalization work specifically at a local platform (DoorDash, Instacart).


The US base salary range for this full-time position is listed below. Pay may vary based on a number of factors including job-related skills, level, experience, geographic location and relevant education or training. At NewsBreak, we design our overall rewards package to attract top talents. Depending on the position, the role may also be eligible for discretionary bonus and options. Your recruiter can share more details during the hiring process.

Annual Base Pay Range

$112,000-$293,000 USD

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