Memphis, TN
MLOps engineers who bridge data science and production. Crosscheck recruits AI/ML & LLM Engineering candidates for contract, contract-to-hire, and permanent roles tied to Memphis.
What We Place
Representative roles
Platforms and technologies
Our Approach
This editorial hiring guide starts with sourced Memphis business context. Memphis' 2026 Americas Competitiveness Exchange announcement identifies regional leadership in global logistics, advanced manufacturing and electrification, health and life sciences, aginnovation, and entrepreneurship. The city source supports local operating contexts without turning sector strength into an unsupported hiring claim. An MLOps Engineer owns the controls that move models from experiments into supported services. The search brief should name the training environment, registry, deployment targets, approval path, observability stack, and teams that share the platform.
Source MLOps engineers with production ownership of model pipelines and serving infrastructure
Vet on model serving, experiment tracking, feature stores, and retraining workflows
target a first candidate slate within 48 hours for qualified exclusive searches in our core disciplines after a completed intake
Permanent placements include a 90-day replacement guarantee, subject to the signed agreement.
Start the search
Include the business context, systems, delivery phase, work model, compensation, and interview timeline. A Crosscheck search lead will use that context to calibrate the role before sourcing begins.
Local Market Brief
Separate platform construction from day-to-day model operations. Some teams need reusable pipelines and infrastructure; others need release governance, incident response, cost control, or migration from manually operated notebooks. The three sourced Memphis contexts below turn that scope into intake and screening decisions. They do not measure current vacancies, candidate supply, or Crosscheck client activity.
Editorial market scenario
Tie each must-have requirement to a task, system, risk, or deadline. Remove industry preferences that do not change how the person will perform the job. This is planning guidance, not measured local demand.
Editorial industry scenario
A health-sector brief should name the protected data, validation, availability, and user-workflow requirements the person will handle. Confirm that this context applies to the employer before using it in the search.
Screening focus
We test for model or application ownership, evaluation discipline, data judgment, and evidence that the candidate has shipped reliable AI systems.
Published labor benchmark
BLS does not publish an occupation matching MLOps Engineer. Crosscheck uses Data Scientists (15-2051) as the closest published broad benchmark; it is not a count or pay estimate for this exact specialty.
BLS OEWS May 2025, published May 15, 2026
Published metro employment
410
BLS publishes fewer than one thousand metro jobs for the proxy occupation. Treat the estimate as a reason to define location flexibility before outreach. The estimate equals 0.665 jobs per one thousand across the metro workforce.
Employment concentration
0.39 location quotient
Memphis, TN-MS-AR reports a below-national employment concentration for this proxy occupation. Decide which requirements justify a wider regional or remote search.
Annual wage reference
$63,120 to $160,170
The metro median is 15% below the national Data Scientists median. Do not use the gap to discount niche platform or domain experience. BLS reports a $102,220 median for the proxy occupation in Memphis, TN-MS-AR.
Hiring brief scenarios
These scenarios connect location context to role responsibilities. Use them as prompts to verify with the employer, not as measures of Memphis demand, clients, or candidate supply.
Sourced global logistics context
The City of Memphis identifies global logistics as one of the regional strengths selected for the 2026 Americas Competitiveness Exchange program. Require reproducible training and lineage for the local data setting. The candidate should account for code, configuration, data versions, model artifacts, and approval records without copying sensitive data into uncontrolled tools. Logistics platforms can connect orders, warehouses, inventory, air, rail, road, or river carriers, scans, customs data, delivery events, exceptions, billing, and service levels.
Evidence to request: Ask for a pipeline diagram or repository structure that shows lineage, repeatable environments, and artifact retention. Choose the shipment and trace its order, inventory reservation, warehouse event, carrier handoff, tracking evidence, border step if applicable, delivery exception, billing, and owner.
Sourced advanced manufacturing and electrification context
The same city announcement names advanced manufacturing and electrification as Memphis-area strengths showcased to the international delegation. Define promotion between development, test, and production. Ask who approves a model, which automated checks block release, and how the team handles a failed deployment. Electrified manufacturing can link designs, batteries or power systems, materials, suppliers, equipment, production orders, tests, serial history, safety evidence, and service records.
Evidence to request: Review a release-control example with test gates, registry state, deployment strategy, and rollback steps. Trace the product or power subsystem from approved design and material through equipment, assembly, test, safety gate, serial record, delivery, field issue, and release authority.
Sourced health, life sciences, and aginnovation context
Memphis also cites health and life sciences and agricultural innovation among the research and industry strengths featured in the 2026 exchange. Set operating ownership for model services and training jobs. Include capacity, cost, feature freshness, prediction quality, and rollback signals in the interview scenario. These settings may join patient or source records, biological materials, samples, instruments, experiments, protected data, quality, traceability, product release, and reporting.
Evidence to request: Use an incident involving stale features, failed training, or degraded predictions and score the candidate's diagnosis path. Name the patient, sample, crop, or product record, source identity, protected fields, lab or device interface, reproducibility or validation test, quality gate, traceability, and approver.
Interview scorecard
Ask each candidate the same core questions. Score the evidence, ownership, and judgment in the answer instead of relying on job-title or keyword matches.
1. MLOps Engineer: Kubeflow
Choose a Kubeflow decision from your work as MLOps Engineer. Which constraint changed the design, and what evidence supported the result?
Use the answer to assess data provenance, evaluation by use case, human review, privacy, and production monitoring. The healthcare and life-science systems context is an editorial scenario, not a measured claim about Memphis.
2. ML Platform Engineer: MLflow
Describe project work you completed as ML Platform Engineer involving MLflow that did not follow the original plan. What did you own, and how did you correct it?
Use the answer to assess forecast or routing evaluation, changing inputs, latency, exception handling, and business review. The logistics and distribution operations context is an editorial scenario, not a measured claim about Memphis.
3. AI Infrastructure Engineer: Metaflow
For a Metaflow system you supported, explain the handoff, operating limits, and measures used after launch. Where did your responsibility begin and end?
Use the answer to assess data provenance, evaluation by use case, human review, privacy, and production monitoring. The healthcare and life-science systems context is an editorial scenario, not a measured claim about Memphis.
Need the full MLOps Engineer evaluation guide?
The role guide covers technical scope, interview questions, and evidence checks once, without repeating the same material on every city page.
FAQ
For qualified exclusive searches in our core disciplines, Crosscheck targets a first candidate slate within 48 hours after a completed intake. Contract placements include a 40-billable-hour replacement guarantee, and permanent placements include a 90-day replacement guarantee, subject to the signed agreement.
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