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Statistics Expert (Python) - Freelance AI Trainer at Mindrift
, Kentucky, United States - Full Time
Skills Needed
Statistics, Python, Numpy, Pandas, Scipy, Statsmodels, Scikit Learn, Ai System Evaluation, Data Validation, Problem Design, Mathematical Statistics, Applied Statistics, Probability Theory, Numerical Validation
Specialization
Candidates must possess a degree in Statistics or related fields and have at least 3 years of professional mathematics experience, coupled with strong Python proficiency for numerical validation. Strong written English proficiency (C1/C2) and a stable internet connection are also required for this freelance opportunity.
Experience Required
Minimum 2 year(s)
Lead Donation Processing Clerk at Idaho Youth Ranch Inc
Boise, Idaho, United States - Full Time
Skills Needed
Customer Service, Sorting, Cleaning, Pricing, Stocking, Leadership, Training
Specialization
Candidates must be enrolled in high school or possess a high school diploma or equivalent and be at least 16 years of age. Strong customer service skills and the ability to work weekends are also required.
Quantity Surveyor Oil & Gas at Fuku
Kuala Lumpur, Kuala Lumpur, Malaysia - Full Time
Skills Needed
Quantity Surveying, Cost Control, Contract Administration, Variation Orders, Bills Of Quantities, Tender Processes, Financial Reporting, Oil & Gas Industry Knowledge, Petrochemical Industry Knowledge, Power Industry Knowledge, Piping, Mechanical Engineering, Electrical & Instrumentation, Plant Shutdown Management
Specialization
Candidates must have previous experience in the oil and gas, petrochemical, or power industries, specifically working in live plants or during shutdowns. Proficiency in contract administration, cost control, and technical knowledge of piping, mechanical, or E&I systems is required.
Experience Required
Minimum 5 year(s)
Evening Side Job – Trash Porter | Earn $400 – $1,300 per Month | 2 - 4 Hour at Affinity Waste Solutions LLC
West Vero Corridor, Florida, United States - Full Time
Skills Needed
Reliable Transportation, Smartphone, Ability To Lift, Follow Safety Procedures
Specialization
Candidates must have reliable transportation, preferably a pick-up truck, and the ability to lift and carry up to 50 lbs. They must also be able to pass a background check and drug screening.
Patient Advocate I at Orthopedic Centers Of Colorado
Golden, Colorado, United States - Full Time
Skills Needed
Healthcare Experience, Medical Office Procedures, Computer Systems, Applications Knowledge, Grammar Skills, Spelling Skills, Punctuation Skills, Business Office Machines, Telephone Skills, Oral Instruction, Written Instruction, Patient Relations, Insurance Information, Demographic Information, Registration Skills, Decision Making
Specialization
Candidates must have a minimum of two years of experience in a healthcare setting and possess knowledge of medical office procedures and computer applications. Strong communication skills and the ability to maintain relationships with patients and staff are essential.
Experience Required
Minimum 2 year(s)
Grounds Horticulture Team Member at Country Club of Buffalo
Town of Amherst, New York, United States - Full Time
Skills Needed
Landscaping, Horticulture, Outdoor Work, Teamwork, Plant Care, Weeding, Watering, Mulching, Trimming, Debris Cleanup
Specialization
Candidates should have an interest in landscaping and outdoor work, and the ability to perform physical tasks. Reliability and teamwork are essential, with prior landscaping experience being a plus.
Cat Scan Technologist Mid-Shift Weekends - Crestwood Hospital - 0.9 FTE at Huntsville Hospital Health System
Huntsville, Alabama, United States - Full Time
Skills Needed
Radiologic Procedures, Ct Scans, Patient Comfort, Quality Control, Angiographic Procedures, Equipment Sterility, Technical Assistance, Bcls Certification, Arrt Registration
Specialization
Candidates must have a high school diploma or GED and be a graduate of an accredited School of Radiological Science. Two years of experience in CT is preferred, along with ARRT (R) and ARRT (CT) registrations and BCLS certification.
Experience Required
Minimum 2 year(s)
Cat Scan Technologist Mid-Shift Weekdays - Crestwood Hospital - 1.0 FTE $10 at Huntsville Hospital Health System
Huntsville, Alabama, United States - Full Time
Skills Needed
Radiologic Procedures, Ct Scans, Quality Control, Patient Safety, Equipment Sterility, Angiographic Procedures, Special Procedures, Bcls, Arrt Certification
Specialization
Candidates must have a high school diploma or GED and be a graduate of an accredited School of Radiological Science. They should have 2 years of experience in CT and hold ARRT (R) and ARRT (CT) registrations.
Experience Required
Minimum 2 year(s)
RN Float Pool - Crestwood Hospital - 0.9 FTE, Nights at Huntsville Hospital Health System
Huntsville, Alabama, United States - Full Time
Skills Needed
Patient Care, Nursing Process, Assessment, Diagnosis, Planning, Implementation, Evaluation, Collaboration, Endoscopy, Surgical Services, Critical Care, Medical Surgical Nursing, Bls Certification, Acls Certification
Specialization
Candidates must be graduates of a School of Professional Nursing and have at least 2 years of endoscopy experience or 5 years of RN nursing experience in various clinical settings. A valid RN license in Alabama and current BLS and ACLS certifications are required.
Experience Required
Minimum 5 year(s)
Staff Accountant at Warren, Washington & Albany ARC (WWAARC) a chapter of The Arc New York
Town of Queensbury, New York, United States - Full Time
Skills Needed
Financial Statements Preparation, Budgeting, Spreadsheet Analysis, Account Reconciliation, General Ledger Management, Fixed Assets Management, Loan Amortization, Tax Filings, Audit Support, Financial Reporting, Microsoft Excel, Abila (Mip), Medicaid Billing Regulations, Analytical Skills, Communication Skills
Specialization
Candidates must possess a minimum 4-year degree in accounting and at least two years of experience in managing financial systems, budgets, reporting, and analysis. Proficiency in Microsoft Office, especially Excel, is required, along with strong organizational, analytical, and communication skills.
Experience Required
Minimum 2 year(s)
CHARCUTIER-TRAITEUR (H/F) at Groupement Les Mousquetaires
Pornic, Pays de la Loire, France - Full Time
Skills Needed
Charcuterie, Catering, Customer Service, Stock Management, Product Rotation, Food Hygiene, Sales, Merchandising, Quality Control
Specialization
The candidate must hold a CAP Charcutier-traiteur professional certification. Strong interpersonal skills and a commercial mindset are required to build trust and provide value to customers.
Paid Media Associate (Hybrid) at Beauty Industry Group OpCo, LLC
Los Angeles, California, United States - Full Time
Skills Needed
Paid Media, Amazon, Campaign Optimization, Bid Management, Keyword Strategy, Excel, Power Bi, Dtc Channels, Meta, Google, Tiktok, Interpersonal Skills, Data Analysis, Performance Insights, Attention To Detail, Cross Functional Collaboration
Specialization
Candidates should have 3-4 years of paid media experience, particularly with Amazon, and a strong understanding of Amazon metrics. Proficiency in Excel and experience with DTC channels are also required.
Experience Required
Minimum 2 year(s)
Technicien préleveur au Pellerin F/H at Eurofins
Le Pellerin, Pays de la Loire, France - Full Time
Skills Needed
Blood Sampling, Patient Reception, Laboratory Administration, Sample Processing, Quality Management, Inventory Management, Phlebotomy, Laboratory Software, Hexalis, Patient Care, Teamwork, Organization, Communication, Safety Protocols
Specialization
Candidates must hold a medical biology laboratory technician diploma and a Certificate of Capacity for Blood Sampling (CCEPS). A valid RPPS number is mandatory, and while experience is preferred, beginners are welcome to apply.
Direct Marketer - Lead at Renewal by Andersen of Boise
Meridian, Idaho, United States - Full Time
Skills Needed
Leadership, Communication, Motivation, Coaching, Marketing, Canvassing, Problem Solving, Goal Oriented, Data Entry, Microsoft Office
Specialization
Candidates should have previous leadership experience and strong communication skills, along with at least 2 years of face-to-face marketing experience. A positive attitude and the ability to meet performance metrics are essential.
Experience Required
Minimum 2 year(s)
Outside Sales Representative (In Home Sales) at Expo Home Improvement
Farmers Branch, Texas, United States - Full Time
Skills Needed
Sales, Customer Engagement, Consultative Selling, Lead Generation, Closing Deals, Communication, Objection Handling, Self Motivation, Performance Driven, Reliability, Trust Building, Rapport Establishment, Problem Solving, Time Management, Team Collaboration, Customer Service
Specialization
Strong communication skills and in-person sales experience are preferred. Candidates should be self-motivated, competitive, and comfortable with commission-based earnings.
Experience Required
Minimum 2 year(s)
Chargé(e) d’Affaires / Commercial(e) BtoB en CDI (H/F) at SCT Solutions
Toulon, Provence-Alpes-Côte d'Azur, France - Full Time
Skills Needed
Prospecting, Negotiation, Sales, Client Needs Analysis, Account Management, Crm Tools, Telecommunications, Cybersecurity, B2b Sales, Persuasion
Specialization
The ideal candidate must be a dynamic, reliable, long-term committed professional who is curious, ambitious, tenacious, and persuasive, with a mastery of prospecting and negotiation techniques. A driver's license held for over one year is mandatory.
Experience Required
Minimum 2 year(s)
AM Line Cook at La Cumbre Country Club
Santa Barbara, California, United States - Full Time
Skills Needed
Food Safety, Cooking, Food Preparation, Organization, Communication, Teamwork, Sanitation, Inventory Management, Plate Presentation, Time Management
Specialization
Candidates must have food safety certification and be able to perform physical tasks such as standing for long periods and lifting up to 40 pounds. The position requires strong organizational skills and the ability to work effectively in a team.
Evening Side Job – Trash Porter | Earn $400 – $1,300 per Month | 2 - 4 Hour at Affinity Waste Solutions LLC
, Florida, United States - Full Time
Skills Needed
Reliable Transportation, Smartphone, Ability To Lift, Follow Safety Procedures
Specialization
Candidates must have reliable transportation and a smartphone for work communication. They should also be able to lift and carry up to 50 lbs and pass a background check and drug screening.
Part Time - Behavioral Health Coordinator/Integration Assistant at Bucksport Regional Health Center
Bucksport, Maine, United States - Full Time
Skills Needed
Scheduling, Patient Education, Medical Assistance, Clerical Tasks, Communication, Teamwork, Infection Control, Emr Management, Documentation, Patient Interaction, Organizational Skills, Multi Tasking, Customer Service, Time Management, Record Keeping, Quality Tracking
Specialization
Candidates should have at least five years of experience in a receptionist role, with one year as a Medical Assistant. An associate degree in Business Administration or equivalent experience, along with a recognized certificate for Medical Assistant or Certified Nurses Aid, is required.
Experience Required
Minimum 5 year(s)
Job Coach and DD Program Assistant- On Call at Goodwill Industries of the Columbia
Kennewick, Washington, United States - Full Time
Skills Needed
Job Coaching, Behavior Management, Documentation, Communication, Negotiation, Problem Solving, Customer Service, Team Collaboration, Advocacy, Relationship Building, Attention To Detail, Time Management, Resource Coordination, Training, Support Services, Functional Assessments
Specialization
Candidates should be self-starters with excellent communication skills and the ability to work independently or in teams. A valid driver's license and the ability to pass a background check are also required.
Statistics Expert (Python) - Freelance AI Trainer at Mindrift
, Kentucky, United States -
Full Time

Start Date

Immediate

Expiry Date

21 Jun, 26

Salary

73.0

Posted On

23 Mar, 26

Experience

2 year(s) or above

Remote Job

Yes

Telecommute

Yes

Sponsor Visa

No

Skills

Statistics, Python, NumPy, Pandas, SciPy, Statsmodels, Scikit-learn, AI System Evaluation, Data Validation, Problem Design, Mathematical Statistics, Applied Statistics, Probability Theory, Numerical Validation

Industry

technology;Information and Internet

Description
Please submit your CV in English and indicate your level of English proficiency. Mindrift connects specialists with project-based AI opportunities for leading tech companies, focused on testing, evaluating, and improving AI systems. Participation is project-based, not permanent employment. What this opportunity involves While each project involves unique tasks, contributors may: Design rigorous statistics problems reflecting professional practice; Evaluate AI solutions for correctness, assumptions, and constraints; Validate calculations or simulations using Python (NumPy, Pandas, SciPy, Statsmodels, and Scikit-learn); Improve AI reasoning to align with industry-standard logic; Apply structured scoring criteria to multi-step problems. What we look for This opportunity is a good fit for statisticians with an experience in python open to part-time, non-permanent projects. Ideally, contributors will have: Degree in Statistics or related fields, e.g. Probability Theory, Mathematical Statistics, Applied Statistics, etc. 3+ years of professional mathematics experience Strong written English (C1/C2) Strong Python proficiency for numerical validation Stable internet connection Professional certifications (e.g., PStat, CAP, SAS Certifications) and experience in international or applied projects are an advantage. How it works Apply → Pass qualification(s) → Join a project → Complete tasks → Get paid Project time expectations For this project, tasks are estimated to require around 10–20 hours per week during active phases, based on project requirements. This is an estimate, not a guaranteed workload, and applies only while the project is active. Compensation On this project, contributors can earn up to $73 per hour equivalent, depending on their level and pace of contribution. Compensation varies across projects depending on scope, complexity, and required expertise. Please note that other projects on the platform may offer different earning levels based on their requirements.

How To Apply:

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Responsibilities
Contributors will be responsible for designing rigorous statistics problems reflecting professional practice and evaluating AI solutions for correctness, assumptions, and constraints. This includes validating calculations using Python libraries and improving AI reasoning to align with industry-standard logic.
Statistics Expert (Python) - Freelance AI Trainer at Mindrift
, Kentucky, United States - Full Time
Skills Needed
Statistics, Python, Numpy, Pandas, Scipy, Statsmodels, Scikit Learn, Ai System Evaluation, Data Validation, Problem Design, Mathematical Statistics, Applied Statistics, Probability Theory, Numerical Validation
Specialization
Candidates must possess a degree in Statistics or related fields and have at least 3 years of professional mathematics experience, coupled with strong Python proficiency for numerical validation. Strong written English proficiency (C1/C2) and a stable internet connection are also required for this freelance opportunity.
Experience Required
Minimum 2 year(s)
Lead Donation Processing Clerk at Idaho Youth Ranch Inc
Boise, Idaho, United States - Full Time
Skills Needed
Customer Service, Sorting, Cleaning, Pricing, Stocking, Leadership, Training
Specialization
Candidates must be enrolled in high school or possess a high school diploma or equivalent and be at least 16 years of age. Strong customer service skills and the ability to work weekends are also required.
Quantity Surveyor Oil & Gas at Fuku
Kuala Lumpur, Kuala Lumpur, Malaysia - Full Time
Skills Needed
Quantity Surveying, Cost Control, Contract Administration, Variation Orders, Bills Of Quantities, Tender Processes, Financial Reporting, Oil & Gas Industry Knowledge, Petrochemical Industry Knowledge, Power Industry Knowledge, Piping, Mechanical Engineering, Electrical & Instrumentation, Plant Shutdown Management
Specialization
Candidates must have previous experience in the oil and gas, petrochemical, or power industries, specifically working in live plants or during shutdowns. Proficiency in contract administration, cost control, and technical knowledge of piping, mechanical, or E&I systems is required.
Experience Required
Minimum 5 year(s)
Evening Side Job – Trash Porter | Earn $400 – $1,300 per Month | 2 - 4 Hour at Affinity Waste Solutions LLC
West Vero Corridor, Florida, United States - Full Time
Skills Needed
Reliable Transportation, Smartphone, Ability To Lift, Follow Safety Procedures
Specialization
Candidates must have reliable transportation, preferably a pick-up truck, and the ability to lift and carry up to 50 lbs. They must also be able to pass a background check and drug screening.
Patient Advocate I at Orthopedic Centers Of Colorado
Golden, Colorado, United States - Full Time
Skills Needed
Healthcare Experience, Medical Office Procedures, Computer Systems, Applications Knowledge, Grammar Skills, Spelling Skills, Punctuation Skills, Business Office Machines, Telephone Skills, Oral Instruction, Written Instruction, Patient Relations, Insurance Information, Demographic Information, Registration Skills, Decision Making
Specialization
Candidates must have a minimum of two years of experience in a healthcare setting and possess knowledge of medical office procedures and computer applications. Strong communication skills and the ability to maintain relationships with patients and staff are essential.
Experience Required
Minimum 2 year(s)
Grounds Horticulture Team Member at Country Club of Buffalo
Town of Amherst, New York, United States - Full Time
Skills Needed
Landscaping, Horticulture, Outdoor Work, Teamwork, Plant Care, Weeding, Watering, Mulching, Trimming, Debris Cleanup
Specialization
Candidates should have an interest in landscaping and outdoor work, and the ability to perform physical tasks. Reliability and teamwork are essential, with prior landscaping experience being a plus.
Cat Scan Technologist Mid-Shift Weekends - Crestwood Hospital - 0.9 FTE at Huntsville Hospital Health System
Huntsville, Alabama, United States - Full Time
Skills Needed
Radiologic Procedures, Ct Scans, Patient Comfort, Quality Control, Angiographic Procedures, Equipment Sterility, Technical Assistance, Bcls Certification, Arrt Registration
Specialization
Candidates must have a high school diploma or GED and be a graduate of an accredited School of Radiological Science. Two years of experience in CT is preferred, along with ARRT (R) and ARRT (CT) registrations and BCLS certification.
Experience Required
Minimum 2 year(s)
Cat Scan Technologist Mid-Shift Weekdays - Crestwood Hospital - 1.0 FTE $10 at Huntsville Hospital Health System
Huntsville, Alabama, United States - Full Time
Skills Needed
Radiologic Procedures, Ct Scans, Quality Control, Patient Safety, Equipment Sterility, Angiographic Procedures, Special Procedures, Bcls, Arrt Certification
Specialization
Candidates must have a high school diploma or GED and be a graduate of an accredited School of Radiological Science. They should have 2 years of experience in CT and hold ARRT (R) and ARRT (CT) registrations.
Experience Required
Minimum 2 year(s)
RN Float Pool - Crestwood Hospital - 0.9 FTE, Nights at Huntsville Hospital Health System
Huntsville, Alabama, United States - Full Time
Skills Needed
Patient Care, Nursing Process, Assessment, Diagnosis, Planning, Implementation, Evaluation, Collaboration, Endoscopy, Surgical Services, Critical Care, Medical Surgical Nursing, Bls Certification, Acls Certification
Specialization
Candidates must be graduates of a School of Professional Nursing and have at least 2 years of endoscopy experience or 5 years of RN nursing experience in various clinical settings. A valid RN license in Alabama and current BLS and ACLS certifications are required.
Experience Required
Minimum 5 year(s)
Staff Accountant at Warren, Washington & Albany ARC (WWAARC) a chapter of The Arc New York
Town of Queensbury, New York, United States - Full Time
Skills Needed
Financial Statements Preparation, Budgeting, Spreadsheet Analysis, Account Reconciliation, General Ledger Management, Fixed Assets Management, Loan Amortization, Tax Filings, Audit Support, Financial Reporting, Microsoft Excel, Abila (Mip), Medicaid Billing Regulations, Analytical Skills, Communication Skills
Specialization
Candidates must possess a minimum 4-year degree in accounting and at least two years of experience in managing financial systems, budgets, reporting, and analysis. Proficiency in Microsoft Office, especially Excel, is required, along with strong organizational, analytical, and communication skills.
Experience Required
Minimum 2 year(s)
CHARCUTIER-TRAITEUR (H/F) at Groupement Les Mousquetaires
Pornic, Pays de la Loire, France - Full Time
Skills Needed
Charcuterie, Catering, Customer Service, Stock Management, Product Rotation, Food Hygiene, Sales, Merchandising, Quality Control
Specialization
The candidate must hold a CAP Charcutier-traiteur professional certification. Strong interpersonal skills and a commercial mindset are required to build trust and provide value to customers.
Paid Media Associate (Hybrid) at Beauty Industry Group OpCo, LLC
Los Angeles, California, United States - Full Time
Skills Needed
Paid Media, Amazon, Campaign Optimization, Bid Management, Keyword Strategy, Excel, Power Bi, Dtc Channels, Meta, Google, Tiktok, Interpersonal Skills, Data Analysis, Performance Insights, Attention To Detail, Cross Functional Collaboration
Specialization
Candidates should have 3-4 years of paid media experience, particularly with Amazon, and a strong understanding of Amazon metrics. Proficiency in Excel and experience with DTC channels are also required.
Experience Required
Minimum 2 year(s)
Technicien préleveur au Pellerin F/H at Eurofins
Le Pellerin, Pays de la Loire, France - Full Time
Skills Needed
Blood Sampling, Patient Reception, Laboratory Administration, Sample Processing, Quality Management, Inventory Management, Phlebotomy, Laboratory Software, Hexalis, Patient Care, Teamwork, Organization, Communication, Safety Protocols
Specialization
Candidates must hold a medical biology laboratory technician diploma and a Certificate of Capacity for Blood Sampling (CCEPS). A valid RPPS number is mandatory, and while experience is preferred, beginners are welcome to apply.
Direct Marketer - Lead at Renewal by Andersen of Boise
Meridian, Idaho, United States - Full Time
Skills Needed
Leadership, Communication, Motivation, Coaching, Marketing, Canvassing, Problem Solving, Goal Oriented, Data Entry, Microsoft Office
Specialization
Candidates should have previous leadership experience and strong communication skills, along with at least 2 years of face-to-face marketing experience. A positive attitude and the ability to meet performance metrics are essential.
Experience Required
Minimum 2 year(s)
Outside Sales Representative (In Home Sales) at Expo Home Improvement
Farmers Branch, Texas, United States - Full Time
Skills Needed
Sales, Customer Engagement, Consultative Selling, Lead Generation, Closing Deals, Communication, Objection Handling, Self Motivation, Performance Driven, Reliability, Trust Building, Rapport Establishment, Problem Solving, Time Management, Team Collaboration, Customer Service
Specialization
Strong communication skills and in-person sales experience are preferred. Candidates should be self-motivated, competitive, and comfortable with commission-based earnings.
Experience Required
Minimum 2 year(s)
Chargé(e) d’Affaires / Commercial(e) BtoB en CDI (H/F) at SCT Solutions
Toulon, Provence-Alpes-Côte d'Azur, France - Full Time
Skills Needed
Prospecting, Negotiation, Sales, Client Needs Analysis, Account Management, Crm Tools, Telecommunications, Cybersecurity, B2b Sales, Persuasion
Specialization
The ideal candidate must be a dynamic, reliable, long-term committed professional who is curious, ambitious, tenacious, and persuasive, with a mastery of prospecting and negotiation techniques. A driver's license held for over one year is mandatory.
Experience Required
Minimum 2 year(s)
AM Line Cook at La Cumbre Country Club
Santa Barbara, California, United States - Full Time
Skills Needed
Food Safety, Cooking, Food Preparation, Organization, Communication, Teamwork, Sanitation, Inventory Management, Plate Presentation, Time Management
Specialization
Candidates must have food safety certification and be able to perform physical tasks such as standing for long periods and lifting up to 40 pounds. The position requires strong organizational skills and the ability to work effectively in a team.
Evening Side Job – Trash Porter | Earn $400 – $1,300 per Month | 2 - 4 Hour at Affinity Waste Solutions LLC
, Florida, United States - Full Time
Skills Needed
Reliable Transportation, Smartphone, Ability To Lift, Follow Safety Procedures
Specialization
Candidates must have reliable transportation and a smartphone for work communication. They should also be able to lift and carry up to 50 lbs and pass a background check and drug screening.
Part Time - Behavioral Health Coordinator/Integration Assistant at Bucksport Regional Health Center
Bucksport, Maine, United States - Full Time
Skills Needed
Scheduling, Patient Education, Medical Assistance, Clerical Tasks, Communication, Teamwork, Infection Control, Emr Management, Documentation, Patient Interaction, Organizational Skills, Multi Tasking, Customer Service, Time Management, Record Keeping, Quality Tracking
Specialization
Candidates should have at least five years of experience in a receptionist role, with one year as a Medical Assistant. An associate degree in Business Administration or equivalent experience, along with a recognized certificate for Medical Assistant or Certified Nurses Aid, is required.
Experience Required
Minimum 5 year(s)
Job Coach and DD Program Assistant- On Call at Goodwill Industries of the Columbia
Kennewick, Washington, United States - Full Time
Skills Needed
Job Coaching, Behavior Management, Documentation, Communication, Negotiation, Problem Solving, Customer Service, Team Collaboration, Advocacy, Relationship Building, Attention To Detail, Time Management, Resource Coordination, Training, Support Services, Functional Assessments
Specialization
Candidates should be self-starters with excellent communication skills and the ability to work independently or in teams. A valid driver's license and the ability to pass a background check are also required.