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Full job description

Company Overview

Growing union design-build mechanical contractor located in Shakopee, Minnesota. Our projects touch multiple market sectors across the region including industrial, process and manufacturing, healthcare, commercial, scientific, and large-scale multifamily housing.

Summary

Currently, we are looking to add a Minnesota licensed Professional Engineer (PE) in a Lead Engineer role to our growing engineering team. This position reports directly to the Engineering Department Manager and is primarily in-office at our Shakopee location. We offer flexible working hours with the option to work from home for specific situations.

At our company, the focus of the Engineering and Virtual Design and Construction (VDC) teams is to produce plumbing and mechanical construction documents as well as fabrication drawings, coordinated 3D models, and sleeve layout drawings. In addition, the Engineering Department serves as subject matter experts, assisting with project scope development, equipment selection, pricing, and field/service technical support.

The candidate’s role will develop and grow over time to include more leadership opportunities as the company grows. Salary and responsibilities will vary by candidate experience.

The successful candidate will:

Possess a Professional Engineering License in Minnesota with the ability to become licensed in other states.

Be the signing engineer for all construction document deliverables for projects in their charge.

Directly supervise and mentor design staff as well as serve as the project’s primary engineering point of contact.

Collaborate with the Construction Project Manager to ensure projects are on time and budget.

Lead coordination with external clients which include: Owners, Architects, Trade Contractors (Electrical, Structural, Civil, etc.)

Collaborate and serve as a subject matter expert for our internal clients which include: project managers, field superintendents and foremen (Sheet metal, Plumbing, Piping), VDC department, estimators, purchasing managers.

Be comfortable using sound engineering judgment based on experience to make decisions quickly and in a challenging environment, often with little or conflicting information.

The Lead Engineer candidate should come to the interview prepared to discuss specific examples for the following:

Strong knowledge of:

HVAC and mechanical piping systems design including system comparative analysis and selection, packaged equipment, pumps and hydronic systems.

Codes: Minnesota Mechanical and Energy.

ASHRAE Standards (90.1, 62.1, etc.) and Fundamentals (handbooks).

HVAC loads and calculations: spreadsheet based, IES VE.

Working knowledge of:

Codes: Minnesota Fire/NFPA, Minnesota Building (mechanical related), Minnesota Plumbing, Model codes/codes for other states.

SMACNA standards.

Plumbing Systems.

VRF and other refrigeration systems.

Controls and schematics.

Current construction methods.

Experiences:

Leading design teams in direct partnership with clients and design professionals.

Problem solving using a collaborative approach.

Relationships with major local industry representatives and vendors (MMS, SVL, TMS Johnson, etc.).

Proficiency with: Computers/Tech, Revit/CAD, Bluebeam Revu, Microsoft Excel, Word, and PowerPoint, Microsoft Office 365 Environment (Teams, Outlook, OneNote, SharePoint), Cloud-based design (BIM 360, Autodesk Construction Cloud).

Benefits:

401(k)

401(k) matching

Dental insurance

Flexible spending account

Health insurance

Health savings account

Paid time off

Ability to Commute:

** We will only consider applicants who are currently residing in South Florida**

About MMG

MMG Equity Partners is a Miami-based, family-led real estate investment and development platform with a portfolio of retail shopping centers across South Florida. Beyond the real estate business, MMG operates a private family office that manages investments, insurance, and financial reporting across multiple entities and family members. MMG separately owns Tamarack Resort in Idaho. We are a flat, fast-moving organization where you will work directly with principals — not layers of management.

This is a ground-floor role. We are building the function from scratch. The right person will define what AI means at MMG, then build it.

The Role

The Director of AI Initiatives & Adoption is responsible for identifying, implementing, and managing AI tools and systems that meaningfully improve how MMG operates across real estate and family office functions. Every project you take on must connect to a business outcome — faster decisions, better data, more deals, reduced overhead.

You will own four things: identifying where AI creates real value at MMG, building or procuring the tools to capture that value, driving adoption across the team and continuously improving how those tools are used, and ensuring the systems are secure and maintainable. Implementation without adoption is not success.

• Reports to Managing Director
• Direct reports - contractors and freelancers as needed
• Current IT Enviroment - outsourced IT for network support

Current Tech Stack (what you are walking into)

You need to understand these systems deeply. Part of your job is figuring out how to connect them and leverage AI to make us more productive/competitive

What you will work on

Below are four areas where we believe AI creates the nearest near-term value at MMG. You first job is to work with the leaders in each area to assess each, prioritize, and build a 6-month roadmap. In addition to the below, the right individual will identify a myriad of other AI use cases to add value and reduce repetitive tasks.

1. Leasing and Tenant Prospecting

MMG owns retail shopping centers and is responsible for filling vacancies with the right tenants – while we work with third party leasing firms, we wish to supplement their efforts by generating direct leads.

• Design and build AI scraping tools to compile databases of South Florida retailers and service businesses for targeted uses
• Build a tool to identify prospective uses/tenants: given a vacancy (size, location, co-tenancy, demographics), which business types and specific operators are the best candidates?
• Design and build AI-assisted leasing outreach workflow: targeted uses identified for vacancies → database queried → outreach drafted and sent → responses tracked in Dynamics (or other CRM)
• Activate Microsoft Dynamics (or other) as the CRM for online leasing
• Identify tools or workflows to monitor existing tenant health (sales reporting, foot traffic, business review signals) to get ahead of vacancies before they happen
• Identify and implement AI-assisted lease abstracting tool to best fit our environment

2. Real Estate Acquisitions

MMG evaluates potential acquisitions across South Florida. Today this process is manual and dependent on individual knowledge. AI can accelerate every stage.

• Design and build AI scraping tools to compile databases of South Florida real estate owners
• Build an AI-assisted underwriting workflow that pulls property data, comps, and market context into a structured analysis template
• Identify AI tools for market intelligence — rent growth trends, cap rate movements, retail category performance by submarket
• Evaluate AI-powered deal sourcing tools (e.g. CoStar integrations, off-market sourcing platforms

3. Private Family Office

MMG's family office manages investments, insurance, and financial reporting for family members. This is a sensitive area requiring strict data governance — but it also has high-value AI applications.

• Addepar AI integration: explore ways to use AI to generate plain-language investment performance summaries and financial reports from Addepar data, reducing manual reporting time
• Insurance management: build a structured database or AI assistant for tracking insurance policies (G/L, personal property, family member policies) with renewal alerts and coverage gap analysis
• Document intelligence: connect family office files in SharePoint to an AI interface for on-demand retrieval of partnership agreements, tax documents, and legal filings
• Evaluate data governance and access controls for family office data — this is sensitive personal and financial information; AI access must be role-based and audited

IT Infrastructure and Security

You are not a network administrator — we have an outsourced IT firm for that. But you are responsible for AI governance at MMG: ensuring every AI tool introduced into the environment meets a clear security and accountability standard.  Practically, this means:

• Evaluating AI vendors for data handling practices — what data leaves our environment, where it is stored, and how it is used for model training
• Defining and enforcing a data classification policy: what information can be sent to external AI APIs, what must stay on-premise or in private cloud environments
• Working with IT firm to ensure AI tools are deployed within the MS365/Azure security perimeter where possible
• Evaluating the Claude Teams → Claude Enterprise migration and the Microsoft Connector configuration for SharePoint access — specifically, controlling which documents are accessible to AI and by which users
• Vetting any third-party AI integrations (i.e. ZoomInfo, Yardi, etc.) for compliance with firm data policies

Prompt Library & AI Adoption

Building the tools is only half the job. The other half is making sure the team actually uses them — and uses them well. This requires two ongoing responsibilities that most AI roles underestimate.

Prompt Library

You will build and maintain a living prompt library — a curated set of tested, optimized prompts for every recurring AI task at MMG. Examples include: underwriting analysis from a rent roll, lease abstraction for a specific clause type, tenant outreach drafts by use category, and insurance renewal gap analysis. The library lives in SharePoint, is accessible to the full team, and is updated continuously based on user feedback and evolving business needs. A well-maintained prompt library is what turns AI from a tool that one person uses well into a capability that the whole organization depends on.

Adoption Monitoring & Continuous Improvement

You are responsible for whether AI tools actually get used — not just whether they get deployed. This means tracking adoption across the team, identifying where workflows are not sticking, providing training and troubleshooting support to staff using AI tools, and iterating on both the tools and the prompts based on real usage patterns. You will serve as the primary internal resource for the team when they hit limitations or need guidance on how to get better outputs. Deployment without adoption is a sunk cost.

What we are looking for

Required:

• 3–6 years of experience in data, technology, or AI — ideally in a context where you had to figure things out without a large team around you
• Hands-on experience with AI tools and LLM platforms — not just using them, but building workflows, prompts, and integrations on top of them
• Demonstrated ability to connect AI capabilities to specific business outcomes (not just technology for its own sake)
• Comfort with the Microsoft 365 ecosystem — SharePoint, Dynamics, Teams, Azure
• Ability to manage and direct contractors and developers without being the one writing all the code
• Non-technical stakeholder communication — you will regularly present AI recommendations, tool evaluations, and implementation roadmaps directly to the principal(s) who are real estate operators, not technologists. The ability to translate AI capabilities into business outcomes (not feature lists) is non-negotiable. If you cannot explain why a tool matters in terms of time saved, deals sourced, or risk avoided, you will not be effective in this role
• In-office presence at Pinecrest HQ is required initially (possible hybrid in the future)

Preferred

• Experience in commercial real estate, property management, or a related field
• Familiarity with Yardi, Addepar, or similar platforms
• Background that includes both technical work (building things) and strategic work (recommending what to build)
• Experience implementing AI in a small-team / resource-constrained environment

Come join our team at Anoka County where you can serve your community while enjoying the benefits of work-life balance! In order to be considered for this position, information to support your answers must be included in your application. A resume attachment is optional and cannot be used in place of this application.

Position Description

At the Anoka County Highway Department, it is our vision to enhance and protect life by providing safe roads and eliminating traffic congestion. As a Medlink volunteer driver, you are donating your time and use of your own vehicle to pick up a passenger at their home, take them to their appointment, and return the passenger to their home. Medlink passengers include seniors (60 years and older), veterans & clients for Anoka County.

This is a volunteer position. Interviews will take place as applications are received for those selected to move forward in the hiring process.

Work Location

Drivers may choose to drive within Anoka County or throughout the metro as well as to St. Cloud VA.

Job Duties and Responsibilities

These examples are not all-inclusive and are intended to be illustrative of the primary responsibilities of an Anoka County Medlink Driver-Volunteer.

• Volunteer drivers pick up seniors, veterans, and clients of Anoka County in their personal vehicle, take them to their medical and social service appointments and bring them home.
• Volunteer services are offered between 8:00 a.m. and 4:30 p.m. Monday through Friday.
• Schedule can be as flexible as you wish, however, schedules are sent out each week on Thursday and Friday mornings, for the following week.
• Passengers are expected to travel independently, with the ability to get into and out of the volunteer's car without the volunteer's assistance.
• Volunteers are reimbursed for mileage for these trips and must fill out a monthly mileage reimbursement form.

Qualifications and Requirements

Minimum Knowledge, Skills, and Abilities Needed

• Must be at least 21 years of age
• Valid driver's license
• Must have a reliable vehicle
• Must have current automobile insurance
• Successfully pass a criminal and driver's license background check.

Selection Process

It is important that your application show all the relevant education and experience you possess. This information will determine which candidates will proceed in the selection process. A submitted application is also used to verify the answers to any supplemental questions.

Pre-employment Requirements

Anoka County has determined that successfully passing a pre-employment criminal/driving background check, drug screen and DOT physical, and/or other qualifications checks may be necessary for certain positions. Applicants may be required to sign an informed consent form allowing the County to obtain to conduct such screenings and/or verify their qualifications in connection with the position sought. Applicants who do not sign the informed consent form will not be further considered for the position.

About Anoka County

As the fourth largest county in Minnesota, we depend on the diversity, dedication, determination, and innovation of our employees. We offer a wide range of career opportunities for people with a variety of personalities, abilities, knowledge, and life experiences who can come together for the single purpose of serving Anoka County's 369,000 citizens in a respectful, innovative, and fiscally responsible manner. If your career aspirations resonate with our mission, we invite you to Find Your Path with Anoka County!

Commitment to Affirmative Action and Equal Opportunity Employment

Anoka County is committed to the principles of our Affirmative Action Plan and Equal Employment Opportunity. It is the policy of Anoka County to recruit, hire, train, and promote persons in all job titles, without regard to race, color, creed, religion, sex (including pregnancy and gender identity), national origin, marital status, genetic information, status with regard to public assistance, physical ability, sexual orientation, or age except where such status is a bona fide occupational qualification. It is the policy of Anoka County to make employment decisions in a manner that will further our Affirmative Action Plan and Equal Employment Opportunity.

If you require accommodations or have any other questions regarding this job posting, please call the Anoka County Human Resources Department at 763-324-4300 and reference the posting title and number. If you have questions about the hiring process, please visit: County is an Equal Opportunity Employer, please see our EEO policy:

Staffing Delivered is partnering with a growing technology services organization to identify an experienced Project Manager to support the successful delivery of client-facing technology and infrastructure initiatives.

This role plays a critical part in planning, coordinating, and executing projects that align with client objectives, technical standards, and operational goals. The Project Manager will serve as the primary point of contact for clients during project engagements and will ensure projects are delivered on time, within scope, and within budget.

The ideal candidate brings a strong blend of structured project management, technical awareness, and client communication skills, along with the ability to lead cross-functional teams in a fast-paced service environment.

Key Responsibilities

Project Planning and Execution

Lead end-to-end planning and implementation of technical and infrastructure-related projects.

Define project scope, objectives, deliverables, timelines, and success criteria.

Develop detailed project schedules and coordinate internal and external resources.

Manage project budgets, cost tracking, and financial forecasting throughout the project lifecycle.

Ensure project documentation is organized and maintained across project management and documentation systems.

Client Communication and Stakeholder Management

Serve as the primary point of contact for clients throughout project execution.

Provide consistent project status updates, milestone reporting, and risk communication.

Manage client expectations related to timelines, dependencies, and scope adjustments.

Facilitate project kickoff meetings, progress reviews, and final project closeouts.

Build strong relationships with client stakeholders and business leaders.

Scope, Change, and Risk Management

Assist in the development and review of project Scopes of Work (SOWs).

Monitor scope and proactively identify risks, deviations, or resource constraints.

Manage project change requests with proper documentation and approvals.

Identify and mitigate risks that could impact project timelines, budgets, or deliverables.

Escalate significant project issues when necessary to ensure resolution.

Cross-Functional Collaboration

Coordinate with engineering teams, technical specialists, and operational staff to ensure project alignment.

Work closely with internal departments to ensure resource availability and scheduling alignment.

Support strategic client initiatives by collaborating with account management and leadership teams.

Participate in internal project review and operational planning sessions.

Project Reporting and Operational Support

Track project milestones, deliverables, and financial performance.

Maintain accurate project records and reporting within project management systems.

Monitor project budgets and provide reporting on budget versus actual spend.

Contribute to operational discussions related to project delivery and continuous improvement.

Key Performance Indicators

Success in this role may be measured through:

On-time project delivery

Budget adherence and project margin performance

Change order management and accuracy

Client satisfaction during project engagements

Quality and completeness of project documentation

Resource planning and forecasting accuracy

Required Skills and Attributes

Strong leadership and coordination skills across cross-functional teams

Excellent written and verbal communication skills

High level of organization and time management

Ability to manage multiple projects simultaneously in a fast-paced environment

Strong analytical thinking and problem-solving abilities

Ability to influence and collaborate across teams without direct authority

Professional, client-focused mindset

Experience and Technical Background

5+ years of project management experience, ideally within technology services or a managed services environment

Experience with project management methodologies such as Waterfall or hybrid frameworks

Familiarity with PSA tools or project management platforms (examples may include AutoTask, MS Project, Asana, Jira, or similar)

Experience participating in Scope of Work development and project planning

Understanding of project budgeting, financial forecasting, and cost management

General technical familiarity with infrastructure, cloud environments, networking, or security projects

Professional Expectations

Maintain accurate project documentation and time tracking

Participate in operational and project planning meetings

Support organizational initiatives related to operational improvement

Travel occasionally for onsite client meetings or project deployments when required

Demonstrate professionalism, accountability, and a client-first mindset

Work Location: Hybrid remote in Milwaukee, WI 53202

At Arctic Wolf, we're not just navigating the cybersecurity landscape - we're redefining it. Our global team of dedicated Pack members is driving innovation and setting new industry standards every day. Our impact speaks for itself: we've earned recognition on the Forbes Cloud 100, CNBC Disruptor 50, Fortune Future 50, and Fortune Cyber 60 lists, and we recently took home the 2024 CRN Products of the Year award. We're proud to be named a Leader in the IDC MarketScape for Worldwide Managed Detection and Response Services and earning a Customers' Choice distinction from Gartner Peer Insights. Our Aurora Platform also received CRN's Products of the Years award in the inaugural Security Operations Platform category. Join a company that's not only leading, but also shaping, the future of security operations.

Our mission is simple: End Cyber Risk. We're looking for a Senior Sales Program Manager to be part of making this happen.

We're seeking a strategic and execution-focused Senior Sales Program Manager to drive scalable, high-impact initiatives across our global sales organization and channel partner ecosystem. This hybrid role will own the planning, coordination, and execution of sales programs that accelerate readiness, increase partner engagement, and improve revenue performance.

Position Overview and Objective:

The Senior Sales Program Manager is responsible for:

• Designing and executing global go-to-market programs aligned to sales priorities, product launches, and growth initiatives.
• Developing, delivering, and optimizing enablement content and experiences for internal sales teams and external channel partners.
• Collaborating cross-functionally with product, marketing, operations, alliances and regional sales leaders to ensure GTM readiness.
• Owning program timelines, communication plans, and performance metrics to ensure adoption and measurable impact.
• Building scalable frameworks, enablement content, and tools that accelerate ramp times, rep efficiency and partner activation and engagement.
• Analyzing program and partner performance to identify opportunities for continuous improvement.

Our program managers must have exceptional soft skills in-order to bind cross-functional product and service teams together to ensure they are effective, while minimizing waste and risk. The role requires very strong business acumen, broad understanding of sales processes, leadership, and excellent organizational skills.

Success in this role is predicated on an ability to drive outcomes by emphasizing team strengths to accelerate success while navigating friction and ambiguity.

The ability to build trust with and influence senior leadership is essential. The ideal Program Manager will embody a unique blend of skills in strategic thinking, an eye for detail, artful communication, ability to quickly pivot based business requirements, and to lead varying disciplines of cross-functional teams.

Primary Responsibilities and Duties:

• Strategic Execution Realize sales and channel strategy by proactively helping teams pave the way from concept through launch while ensuring the highest quality of outcomes. Make recommendations on how best to achieve strategy by making sure the team and organization understand desired goals, what success looks like and by ensuring there are clearly established priorities.
• Program Orchestration, Alignment and Communication - Simultaneously facilitate 5-7 major programs at any given time while understanding how the program delivery complexities fit into the bigger product & service delivery vision. This will include planning and managing the timely delivery and operationalization of key sales motions. This position centralizes coordination between the business, sales, channel, customer success, demand and sales development by orchestrating progress from inception to delivery while ensuring alignment. Program managers act as the primary communication liaison for each program by facilitating critical conversations, taking responsibility for shared understanding of status and radiating that information in a consistent and consumable way to stakeholders. Program managers escalate and manage dependencies, issues and risks and ensure action plans are in place and collaborate with other departments to meet target milestones.
• Content Development Responsible for process mapping and content creation for internal and external channel team members. The content can include job aids, training materials, courses and external assets.
• Organizing for Success For each program, ensure that a charter is established with clear objectives, resources, deliverables, and definitions of success; and that all stakeholders are aware of, and aligned with, scope and target milestones. Ensure that the team understands the plan and target milestones. Ensure program level activities are well understood through a regular cadence of team and executive communications, documentation, metrics and processes.
• Meeting Facilitation Demonstrate excellent facilitation skills in moderating meetings. Examples include engaging all participants to facilitate their best contribution, sending agendas ahead of time, establishing clear objectives, managing the process to realize these objectives, capturing key content, and following up promptly on all action items.
• Analytics and Tools Using an understanding of business outcomes and the principles of effective delivery, leverage analytics to radiate actionable information throughout the organization from the team to executive level. Leverage tool capabilities to automate and simplify program activities. Partners with Sales Analytics team to align on core KPIs and metrics that act as the source of truth for the organization. The core data sets must be validated, accurate, complete, and consistent so that best next actions and decisions can be taken.
• Team Participation & Continuous Improvement - Actively contribute to the cohesion and effectiveness of the program management team by adding new ideas, sharing successes and failures, and showing up with a continuous improvement mindset.

Required Skills and Experience:

• 5+ years of sales enablement, channel programs, and/or sales planning experience.
• Experience communicating and representing work to senior leadership, framing discussions to gain valuable feedback, and experience working with technical management teams to develop systems, solutions, and products.
• Analytical and problem-solving experience with large-scale systems.
• Proficient in building trust and establishing relationships across multi-disciplinary teams.
• Aptitude towards establishing and leading teams through multi-disciplinary relationships including sales, customer success, deployment, channel, sales development, product marketing, demand and product organizations.
• Understanding of project and program management skills and methodologies.
• Hands on experience with sales tech stack (Salesforce, LMS platforms, enablement technology).
• Ability to assess risk and, with guidance, drive change management at the program, project, and cross-functional levels.

About Arctic Wolf:

At Arctic Wolf, we foster a collaborative and inclusive work environment that thrives on diversity of thought, background, and culture. This is reflected in our multiple awards, including Top Workplace USA (2021-2024), Best Places to Work USA (2021-2024), Great Place to Work Canada (2021-2024), Great Place to Work UK (2024), and Kununu Top Company Germany (2024). Our commitment to bold growth and shaping the future of security operations is matched by our dedication to customer satisfaction, with over 7,000 customers worldwide and more than 2,000 channel partners globally. As we continue to expand globally and enhance our technology, Arctic Wolf remains the most trusted name in the industry.

Our Values:

Arctic Wolf recognizes that success comes from delighting our customers, so we work together to ensure that happens every day. We believe in diversity and inclusion, and truly value the unique qualities and unique perspectives all employees bring to the organization. And we appreciate thatby protecting people's and organizations' sensitive data and seeking to end cyber riskwe get to work in an industry that is fundamental to the greater good.

We celebrate unique perspectives by creating a platform for all voices to be heard through our Pack Unity program. We encourage all employees to join or create a new alliance. See more about our Pack Unity here.

We also believe and practice corporate responsibility, and have recently joined the Pledge 1% Movement, ensuring that we continue to give back to our community. We know that through our mission to End Cyber Risk we will continue to engage and give back to our communities.

All wolves receive compelling compensation and benefits packages, including:

• Equity for all employees
• Flexible time off and paid volunteer days
• RRSP and 401k match
• Training and career development programs
• Comprehensive private benefits plan including medical, mental health, dental, disability, life and AD&D, and value-added services
• Robust Employee Assistance Program (EAP) with mental health services
• Fertility support and paid parental leave

Arctic Wolf is an Equal Opportunity Employer and considers applicants for employment without regard to race, color, religion, sex, orientation, national origin, age, disability, genetics, or any other basis forbidden under federal, provincial, or local law. Arctic Wolf

About Us:

Astiva Health, Inc., located in Orange, CA is a premier health plan provider specializing in Medicare and HMO services. With a focus on delivering comprehensive care tailored to the needs of our diverse community, we prioritize accessibility, affordability, and quality in all aspects of our services. Join us in our mission to transform healthcare delivery and make a meaningful difference in the lives of our members.

SUMMARY:

We are seeking a skilled and adaptable Junior AI/ML Engineer to join our fast-moving team building impactful AI solutions in healthcare. Our work focuses on extracting and interpreting data from unstructured medical documents, improving clinical coding accuracy, streamlining administrative processes, and enhancing patient outreach.

Projects will evolve rapidly, from fine-tuning large language models (LLMs) on specialized medical PDFs, to optimizing OCR pipelines in Azure, and new challenges emerge regularly. This role suits someone who thrives in ambiguity, enjoys hands-on model development, and wants to directly influence healthcare delivery through applied AI/ML.

ESSENTIAL DUTIES AND RESPONSIBILITIES include the following:

• Design, fine-tune, and optimize large language models (LLMs) and multimodal models for healthcare-specific NLP tasks, such as information extraction, classification, and summarization from clinical documents (e.g., medical charts, patient files, scanned forms).
• Develop and improve document understanding pipelines, including fine-tuning OCR / layout-aware models (especially in cloud environments like Azure AI, Azure Foundry) to handle real-world variability in medical forms, handwriting, and scanned PDFs.
• Build and iterate on end-to-end ML solutions that transform unstructured healthcare data into structured, actionable insights
• Collaborate closely with clinicians, product managers, data annotators, and engineers to define problems, curate/annotate datasets, evaluate model performance against clinical and business metrics, and iterate quickly.
• Deploy models into production environments (cloud-based inference, batch processing, or API endpoints) with attention to latency, cost, scalability, and healthcare compliance considerations (HIPAA, data privacy).
• Stay current with advancements in LLMs, vision-language models, efficient fine-tuning techniques (LoRA/QLoRA, PEFT), RAG, multimodal AI, and domain-specific healthcare AI research.
• Contribute to a culture of rapid prototyping, rigorous evaluation, and continuous improvement in a dynamic project landscape where priorities can shift based on new opportunities or stakeholder needs.
• Other duties as assigned

REQUIRED TECHNICAL SKILLS:

• Proficiency in Python and familiarity with common ML frameworks (e.g., PyTorch, TensorFlow, scikit-learn)
• Experience applying NLP techniques to unstructured text
• Hands-on experience working with LLMs, including:
• Prompt design and iteration
• Using pre-trained models for classification or extraction tasks
• Foundational understanding of model fine-tuning, such as:
• Fine-tuning transformer models or LLMs for classification or information extraction
• Adapting existing training scripts or examples to new datasets
• Familiarity with model evaluation metrics (precision, recall, F1) and basic error analysis
• Experience working with labeled datasets and annotation outputs, including reviewing label quality
• Understanding of common ML problem types, including binary and multi-label classification
• Awareness of model bias, label noise, and false positives, with the ability to discuss tradeoffs and mitigation strategies
• Basic understanding of production ML workflows (versioning, reproducibility, monitoring concepts)

OTHER SKILLS and ABILITIES:

• Hands-on fine-tuning experience with LLMs (e.g., Hugging Face, OpenAI fine-tuning, Azure Foundry), even if limited to small-scale or academic projects
• Exposure to cloud ML platforms (Azure ML, AWS SageMaker, or GCP)
• Familiarity with RAG architectures and retrieval-based grounding
• Experience with NLP libraries (spaCy, Hugging Face Transformers, NLTK)
• Introductory experience with weak supervision or noisy-label learning
• Interest in healthcare or biomedical NLP
• Curiosity about knowledge graphs, ontologies, or structured prediction
• Familiarity with secure data handling practices
• Willingness and ability to learn workflows for sensitive or regulated data (e.g., HIPAA-covered healthcare data), including privacy-aware data handling and secure ML workflows

EXPERIENCE:

• Bachelor’s Degree in related field
• 1–2 years of experience in machine learning, applied NLP, or software engineering
• Demonstrated some experience training or fine-tuning ML models, not just using APIs
• Ability to collaborate with senior engineers and domain experts and incorporate feedback

BENEFITS:

• 401(k)
• Dental Insurance
• Health Insurance
• Life Insurance
• Vision Insurance
• Paid Time Off
• Free catered lunches