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Freelance Data Encoder Home Based Jobs (NOW HIRING)

This is a work from home job so you can work from any city, state, or country. Specifically, you ... Media Encoder * Must own a Mac or Windows based PC or laptop * Ability to use screen recording ...

This is a work from home job so you can work from any city, state, or country. Specifically, you ... Media Encoder * Must own a Mac or Windows based PC or laptop * Ability to use screen recording ...

Freelance Writer

Chicago, IL

$22 - $28/hr

As part of the freelance writer network, the number of assignments per month may vary based on ... external links, meta data, citing sources, and more * Adhere to directions and deadlines ...

Freelance Writer

Chicago, IL · On-site +1

$22 - $28/hr

As part of the freelance writer network, the number of assignments per month may vary based on ... external links, meta data, citing sources, and more * Adhere to directions and deadlines ...

Educator, Home-Based Family

Oxnard, CA · On-site

$26.40 - $35.65/hr

HOME-BASED FAMILY EDUCATOR Under the supervision of the home-based services supervisor, the family ... Complete program information report (PIR) data and notes into the Child Plus data program on an ...

Educator, Home-Based Family

Oxnard, CA · On-site

$26.40 - $35.65/hr

HOME-BASED FAMILY EDUCATOR Under the supervision of the home-based services supervisor, the family ... Complete program information report (PIR) data and notes into the Child Plus data program on an ...

Behavioral Health Professional/RBT Home Based, part time in Portland Pay: $25 Monday - Friday ... record data on your tablet. Being comfortable in someone else's home and being tolerant and ...

Behavioral Health Professional/RBT Home Based, part time in Portland Pay: $25 Monday - Friday ... record data on your tablet. Being comfortable in someone else's home and being tolerant and ...

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Freelance Data Encoder Home Based information

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How much do freelance data encoder home based jobs pay per hour?

As of Sep 9, 2026, the average hourly pay for freelance data encoder home based in the United States is $47.71, according to ZipRecruiter salary data. Most workers in this role earn between $24.28 and $61.78 per hour, depending on experience, location, and employer.
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Infographic showing various Freelance Data Encoder Home Based job openings in the United States as of June 2026, with employment types broken down into 86% Full Time, 6% Part Time, and 8% Contract. Highlights an 89% Physical, 2% Hybrid, and 9% Remote job distribution, with an average salary of $99,230 per year, or $47.7 per hour.

Senior Lead ML Encoder

South San Francisco, CA • On-site

Motion Recruitment
Recruiting and Staffing Services • 501 - 1,000 employees

Contractor

Posted 5 days ago


Job description

Title: Senior Lead ML Encoder

Description: ML Encoder Lead (Senior Role)
Focus: Customer Representation Learning and Encoder Development
The goal is to build the first shared learned representation of our customers - one dense vector per customer, trained on longitudinal transaction, sales and interaction history - that downstream GenAI and analytics products can reuse instead of each re-deriving its own view of the same market. The contractor will design the pretraining objective, train and evaluate the encoder, and produce the evidence that determines whether the approach continues. Evaluation is as much of the deliverable as the model. This is a hands-on senior contractor who must define the modeling objectives and evaluation design and write production code - not execute a specification handed to them.
Minimum capabilities
• Has personally trained an encoder or embedding model, including designing the pretraining objective - not only consumed pre-trained embeddings or fine-tuned a published large language model
• Deep expertise in representation learning: self-supervised or contrastive pretraining, sequence and temporal modeling, transformers, graph neural networks or recommender embeddings
• Experience modeling large, sparse, longitudinal event data such as transactions, claims, clickstream, customer journeys or engagement histories
• Experience building inductive representations, so an entity with little history can be represented from its own features rather than a lookup table
• Rigorous evaluation practice: time-based splits, leakage detection, cold-start slices, transfer to held-out populations, stated uncertainty and hard baselines
• Ability to judge whether an embedding carries genuine incremental signal downstream, including calibration, stability, drift and subgroup performance
• Strong Python engineering with PyTorch or JAX, SQL, distributed data processing and cloud-based model training at scale
• Experience carrying a model from research into production: data contracts, training pipelines, versioning, serving, monitoring and reproducibility
• Ability to present findings and uncertainty credibly to senior stakeholders, and to recommend stopping an approach that is not working
Preferred
• Experience with customer-360 representations, behavioral embeddings, recommender systems or foundation models over event data
• Familiarity with privacy, fairness and re-identification risk in learned representations of individuals
• Publications, patents or public applied work in representation learning
• Any industry with large-scale behavioral event data is relevant - consumer technology, marketplaces, streaming, financial services, payments or advertising technology. Domain knowledge is not required.
Location
• Bay Area based, with ability to work from the office minimum of 3 days per week

Skills: