Job Search Results for machine learning
Jun 05, 2026
Alexandria, LA
|
Mechanical Engineering
|
Perm
|
$160k - $210k (estimate)
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Our facilities are engineered from the ground up to support AI and machine learning platforms that power the technologies shaping tomorrow.We are a team of resilient, forward-thinking innovators committed to solving complex challenges, advancing business initiatives, maximizing operational efficiency, and reducing environmental impact through thoughtful design and execution.Role OverviewThe Senior Field Superintendent is responsible for directly supervising and coordinating on-site construction activities for mission-critical data center projects. This role serves as the owner?s on-site representative and works closely with the Project Director, Project Manager, general contractor, subcontractors, third-party vendors, and regulatory agencies to ensure successful project delivery.This position requires senior-level technical expertise, strong leadership presence, excellent communication skills, and proven experience managing complex construction environments.Project TypesProjects may include, but are not limited to:Ground-up construction of data center facilitiesRedevelopment or upgrades of existing facilities into state-of-the-art data centersExpansion of data centers and critical infrastructure within operational environmentsLarge customer fit-outs and retrofit projects to support tenant occupancy and deployment needsScope \u0026 DisciplineBased on qualifications, this role may support Electrical or Mechanical scope. Senior Electrical Superintendent opportunities are available for candidates with deep experience in mission-critical electrical infrastructure. Core responsibilities apply across disciplines, with emphasis based on assigned scope.Key ResponsibilitiesEnvironmental Health \u0026 Safety (EH\u0026S)Partner with on-site EH\u0026S leadership to establish and maintain site-specific health, safety, and security controlsEnsure compliance with corporate safety objectives and applicable regulatory requirementsPromote a proactive, safety-first culture across all site activitiesProcurement \u0026 Owner-Furnished EquipmentEnsure the general contractor is properly managing site logistics for owner-furnished equipment (OFCI)Maintain detailed awareness of OFCI processes, delivery schedules, and documentation requirementsCoordinate with the Project Manager to confirm approved submittals are in place prior to equipment deliveryInspect, receive, and verify owner-furnished equipment and materials upon arrival at the job siteConstruction Management \u0026 AdministrationMaintain a consistent on-site presence, typically Monday?Friday (7:00 AM?5:00 PM), with flexibility for evenings, weekends, or emergency response as required by project scheduleMonitor daily construction activities to ensure compliance with design documents, specifications, and schedule milestonesParticipate in contractor-led meetings including OAC, subcontractor coordination, pull planning, design coordination, BIM/VDC, and RFI/Submittal reviewsProvide on-site technical SME support, including quality reviews and visual inspections for owner-furnished and contractor-furnished equipmentCoordinate with contractors, utility providers, inspection agencies, neighboring properties, and key stakeholdersIdentify and help resolve on-site conflicts or disputes, escalating to the Project Manager as appropriateTrack contractor performance and communicate schedule impacts, delays, and mitigation plansPrepare clear, concise weekly and monthly progress reports outlining plan vs. actuals, risks, variances, and corrective actionsQuality Control \u0026 AssuranceOversee on-site job photography and documentationReview and support implementation of the general contractor?s Quality Control PlanManage on-site QA/QC inspections and drive timely closure of punch-list itemsSupport efficient and organized turnover to OperationsDevelop and monitor quality metrics, identifying trends and root causes of deficienciesEnsure site cleanliness and adherence to data center construction best practices, including protection of critical spacesCoordinate specialty testing and third-party inspection servicesSite SecurityEnsure site security requirements are implemented and maintained in accordance with the approved, site-specific security planCost Control \u0026 Change ManagementSupport review of contractor pay applications and cost trackingAssist with evaluation and review of change orders and invoices to support budget adherenceCommissioning SupportSupport startup, commissioning, and system verification activities in coordination with engineering teams and the Commissioning AuthorityCloseout \u0026 TurnoverCoordinate with the Project Manager and engineering teams to collect, review, and validate turnover documentationEnsure turnover packages are complete, accurate, and suitable for transition to OperationsAdditional ResponsibilitiesDemonstrate proactive leadership and accountability on siteManage special or atypical projects as assignedSupport cross-functional coordination with engineering, procurement, finance, and operations teamsAssist with or lead department process improvement initiativesServe as site logistics lead for temporary facilities, office trailers, signage, equipment, and vehiclesManage site tours and visits for internal and external stakeholders as requiredWe are a company committed to creating diverse and inclusive environments where people can bring their full, authentic selves to work every day. We are an equal opportunity/affirmative action employer that believes everyone matters. Qualified candidates will receive consideration for employment regardless of their race, color, ethnicity, religion, sex (including pregnancy), sexual orientation, gender identity and expression, marital status, national origin, ancestry, genetic factors, age, disability, protected veteran status, military or uniformed service member status, or any other status or characteristic protected by applicable laws, regulations, and ordinances. If you need assistance and/or a reasonable accommodation due to a disability during the application or recruiting process, please send a request to HR@insightglobal.com.To learn more about how we collect, keep, and process your private information, please review Insight Global\u0027s Workforce Privacy Policy: https://insightglobal.com/workforce-privacy-policy/.","Title":"Alexandria Sr Mechanical Field Superintendent","City":"Alexandria","ExpirationDate":null,"PriorityOrder":0,"Requirements":"10+ years of experience in commercial, industrial, or mission-critical constructionSenior-level experience in data center construction preferredProficiency with Microsoft Office and construction/project management softwareOSHA 30 certification (or willingness to obtain)Working knowledge of CPM scheduling logic","Skills":"Strong communication, listening, and interpersonal skillsAbility to identify, analyze, and resolve complex technical and operational issuesProven leadership presence and ability to foster team moraleStrong understanding of building systems and mission-critical construction processesExperience with cost estimating, budgeting, forecasting, and schedule managementDemonstrated commitment to maintaining a safe work environmentSelf-starter with the ability to work independently in dynamic construction environmentsStrong work ethic and collaborative mindset","Industry":"Mechanical Engineering","Country":"US","Division":"IT","Office":null,"IsRemoteJob":false,"IsInternalJob":false,"ExtraValues":null,"__RecordIndex":0,"__OrdinalPosition":0,"__Timestamp":0,"Status":null,"ApplicantCount":0,"SubmittalCount":0,"ApplicationToHireRatio":0,"JobDuration":null,"SalaryHigh":210000.0000,"SalaryLow":160000.0000,"PayRateOvertime":0,"PayRateStraight":0,"Filled":0,"RemainingOpenings":0,"TotalOpenings":0,"Visa":null,"ClearanceType":null,"IsClearanceRequired":false,"IsHealthcare":false,"IsRemote":false,"EndClient":null,"JobCreatedDate":"\/Date(-62135578800000)\/","JobModifiedDate":"\/Date(-62135578800000)\/"}
We are at the forefront of next-generation data center development, delivering purpose-built infrastructure designed to support high-performance computing, artificial intelligence, and advanced... digital workloads. Our facilities are engineered from the ground up to support AI and machine learning platforms that power the technologies shaping tomorrow.We are a team of resilient, forward-thinking innovators committed to solving complex challenges, advancing business initiatives, maximizing operational efficiency, and reducing environmental impact through thoughtful design and execution.Role OverviewThe Senior Field Superintendent is responsible for directly supervising and coordinating on-site construction activities for mission-critical data center projects. This role serves as the owner?s on-site representative and works closely with the Project Director, Project Manager, general contractor, subcontractors, third-party vendors, and regulatory agencies to ensure successful project delivery.This position requires senior-level technical expertise, strong leadership presence, excellent communication skills, and proven experience managing complex construction environments.Project TypesProjects may include, but are not limited to:Ground-up construction of data center facilitiesRedevelopment or upgrades of existing facilities into state-of-the-art data centersExpansion of data centers and critical infrastructure within operational environmentsLarge customer fit-outs and retrofit projects to support tenant occupancy and deployment needsScope & DisciplineBased on qualifications, this role may support Electrical or Mechanical scope. Senior Electrical Superintendent opportunities are available for candidates with deep experience in mission-critical electrical infrastructure. Core responsibilities apply across disciplines, with emphasis based on assigned scope.Key ResponsibilitiesEnvironmental Health & Safety (EH&S)Partner with on-site EH&S leadership to establish and maintain site-specific health, safety, and security controlsEnsure compliance with corporate safety objectives and applicable regulatory requirementsPromote a proactive, safety-first culture across all site activitiesProcurement & Owner-Furnished EquipmentEnsure the general contractor is properly managing site logistics for owner-furnished equipment (OFCI)Maintain detailed awareness of OFCI processes, delivery schedules, and documentation requirementsCoordinate with the Project Manager to confirm approved submittals are in place prior to equipment deliveryInspect, receive, and verify owner-furnished equipment and materials upon arrival at the job siteConstruction Management & AdministrationMaintain a consistent on-site presence, typically Monday?Friday (7:00 AM?5:00 PM), with flexibility for evenings, weekends, or emergency response as required by project scheduleMonitor daily construction activities to ensure compliance with design documents, specifications, and schedule milestonesParticipate in contractor-led meetings including OAC, subcontractor coordination, pull planning, design coordination, BIM/VDC, and RFI/Submittal reviewsProvide on-site technical SME support, including quality reviews and visual inspections for owner-furnished and contractor-furnished equipmentCoordinate with contractors, utility providers, inspection agencies, neighboring properties, and key stakeholdersIdentify and help resolve on-site conflicts or disputes, escalating to the Project Manager as appropriateTrack contractor performance and communicate schedule impacts, delays, and mitigation plansPrepare clear, concise weekly and monthly progress reports outlining plan vs. actuals, risks, variances, and corrective actionsQuality Control & AssuranceOversee on-site job photography and documentationReview and support implementation of the general contractor?s Quality Control PlanManage on-site QA/QC inspections and drive timely closure of punch-list itemsSupport efficient and organized turnover to OperationsDevelop and monitor quality metrics, identifying trends and root causes of deficienciesEnsure site cleanliness and adherence to data center construction best practices, including protection of critical spacesCoordinate specialty testing and third-party inspection servicesSite SecurityEnsure site security requirements are implemented and maintained in accordance with the approved, site-specific security planCost Control & Change ManagementSupport review of contractor pay applications and cost trackingAssist with evaluation and review of change orders and invoices to support budget adherenceCommissioning SupportSupport startup, commissioning, and system verification activities in coordination with engineering teams and the Commissioning AuthorityCloseout & TurnoverCoordinate with the Project Manager and engineering teams to collect, review, and validate turnover documentationEnsure turnover packages are complete, accurate, and suitable for transition to OperationsAdditional ResponsibilitiesDemonstrate proactive leadership and accountability on siteManage special or atypical projects as assignedSupport cross-functional coordination with engineering, procurement, finance, and operations teamsAssist with or lead department process improvement initiativesServe as site logistics lead for temporary facilities, office trailers, signage, equipment, and vehiclesManage site tours and visits for internal and external stakeholders as requiredWe are a company committed to creating diverse and inclusive environments where people can bring their full, authentic selves to work every day. We are an equal opportunity/affirmative action employer that believes everyone matters. Qualified candidates will receive consideration for employment regardless of their race, color, ethnicity, religion, sex (including pregnancy), sexual orientation, gender identity and expression, marital status, national origin, ancestry, genetic factors, age, disability, protected veteran status, military or uniformed service member status, or any other status or characteristic protected by applicable laws, regulations, and ordinances. If you need assistance and/or a reasonable accommodation due to a disability during the application or recruiting process, please send a request to HR@insightglobal.com.To learn more about how we collect, keep, and process your private information, please review Insight Global's Workforce Privacy Policy: https://insightglobal.com/workforce-privacy-policy/.
Mar 04, 2026
Austin, TX
|
Project Manager
|
Perm
|
$125k - $140k (estimate)
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Job Responsibilities:?Manage Global Sales \u0026 Marketing IT Digital Transformation projects using Scaled Agile in a fast-paced environment ensuring on-time and on-budget delivery?Collaborate and partner with business and IT in defining, preparing and executing projects and change programsoGather and analyze business requirementsoUnderstand the needs of the business on a strategic and operational level oDevelop overall project plans and approach in collaboration with the business team oDevelop high-level functional design and create business workflows and user flows as neededoAnalyze varying solutions and recommend strategy with an eye on automation, AI/ML, functionality, cost, technology and value as appropriateoMitigate risks and address project obstacles as neededoDrive implementation with the onshore/offshore software development teamoEffectively engage and communicate with project team, management, project stakeholders and business team to share project status and identification/resolution of any project issuesoConduct IT acceptance testing and coordinate testing with usersoCoordinate project deployment with the release management team?May be responsible for sourcing, negotiations and managing outside vendors?Collaborate with the marketing team to develop strategies for optimizing content for improved search results and user engagement.?Monitor and report on key performance indicators (KPIs) related to search effectiveness, user satisfaction, and impact on lead generation and customer support efficiency.We are a company committed to creating diverse and inclusive environments where people can bring their full, authentic selves to work every day. We are an equal opportunity/affirmative action employer that believes everyone matters. Qualified candidates will receive consideration for employment regardless of their race, color, ethnicity, religion, sex (including pregnancy), sexual orientation, gender identity and expression, marital status, national origin, ancestry, genetic factors, age, disability, protected veteran status, military or uniformed service member status, or any other status or characteristic protected by applicable laws, regulations, and ordinances. If you need assistance and/or a reasonable accommodation due to a disability during the application or recruiting process, please send a request to HR@insightglobal.com.To learn more about how we collect, keep, and process your private information, please review Insight Global\u0027s Workforce Privacy Policy: https://insightglobal.com/workforce-privacy-policy/.","Title":"Lead IT BA/PM - AI Search","City":"Austin","ExpirationDate":null,"PriorityOrder":0,"Requirements":"?BS or MS degree in Project Management, Computer Science or related technical discipline?5+ years of experience as a Business Analyst and IT project management, preferably with enterprise search or AI/ML-driven platforms.?Strong understanding of search technologies (e.g., Elastic, Lucidworks, Coveo, Glean, Microsoft), semantic search concepts and AI/ML concepts including GenAI and LLMs.?Strong knowledge of software development fundamentals crossing all phases of the software development lifecycle: requirements, analysis, design, prototyping, development, testing, implementation?Experience using Agile methodologies and familiarity with Agile project management tools (Jira, Service Now) ?Familiarity with user experience (UX) design principals, particularly in sales and marketing applications. ?Excellent analytical and problem-solving skills with a focus on enhancing digital user experiences","Skills":"?Experience with natural language processing (NLP) and machine learning concepts applied to search optimization?Knowledge of semiconductor industry terminology, products, and customer needs?Understanding of accessibility standards and their application to search interfaces","Industry":"Project Manager","Country":"US","Division":"AF\u0026E","Office":null,"IsRemoteJob":false,"IsInternalJob":false,"ExtraValues":null,"__RecordIndex":0,"__OrdinalPosition":0,"__Timestamp":0,"Status":null,"ApplicantCount":0,"SubmittalCount":0,"ApplicationToHireRatio":0,"JobDuration":null,"SalaryHigh":140000.0000,"SalaryLow":125000.0000,"PayRateOvertime":0,"PayRateStraight":0,"Filled":0,"RemainingOpenings":0,"TotalOpenings":0,"Visa":null,"ClearanceType":null,"IsClearanceRequired":false,"IsHealthcare":false,"IsRemote":false,"EndClient":null,"JobCreatedDate":"\/Date(-62135578800000)\/","JobModifiedDate":"\/Date(-62135578800000)\/"}
We are seeking a highly skilled Senior Business Analyst / Project Manager to spearhead the implementation of our next-generation external search engine for an external, customer website. This role... is crucial in leading the transformation of the customer search experience leveraging advanced search technologies to improve product discoverability and support our customers and partners in finding the right information quickly and efficiently. Job Responsibilities:?Manage Global Sales & Marketing IT Digital Transformation projects using Scaled Agile in a fast-paced environment ensuring on-time and on-budget delivery?Collaborate and partner with business and IT in defining, preparing and executing projects and change programsoGather and analyze business requirementsoUnderstand the needs of the business on a strategic and operational level oDevelop overall project plans and approach in collaboration with the business team oDevelop high-level functional design and create business workflows and user flows as neededoAnalyze varying solutions and recommend strategy with an eye on automation, AI/ML, functionality, cost, technology and value as appropriateoMitigate risks and address project obstacles as neededoDrive implementation with the onshore/offshore software development teamoEffectively engage and communicate with project team, management, project stakeholders and business team to share project status and identification/resolution of any project issuesoConduct IT acceptance testing and coordinate testing with usersoCoordinate project deployment with the release management team?May be responsible for sourcing, negotiations and managing outside vendors?Collaborate with the marketing team to develop strategies for optimizing content for improved search results and user engagement.?Monitor and report on key performance indicators (KPIs) related to search effectiveness, user satisfaction, and impact on lead generation and customer support efficiency.We are a company committed to creating diverse and inclusive environments where people can bring their full, authentic selves to work every day. We are an equal opportunity/affirmative action employer that believes everyone matters. Qualified candidates will receive consideration for employment regardless of their race, color, ethnicity, religion, sex (including pregnancy), sexual orientation, gender identity and expression, marital status, national origin, ancestry, genetic factors, age, disability, protected veteran status, military or uniformed service member status, or any other status or characteristic protected by applicable laws, regulations, and ordinances. If you need assistance and/or a reasonable accommodation due to a disability during the application or recruiting process, please send a request to HR@insightglobal.com.To learn more about how we collect, keep, and process your private information, please review Insight Global's Workforce Privacy Policy: https://insightglobal.com/workforce-privacy-policy/.
May 25, 2026
Toronto, ON
|
Investments
|
Contract
|
$36 - $45 (hourly estimate)
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We are seeking a motivated and detail-oriented Junior Data Analyst to support our innovative Generative AI (GenAI) initiatives within a leading financial institution. This role is ideal for someone... early in their data career who has a strong interest in data analysis, reporting, and data quality, and is eager to grow their skills in a dynamic and collaborative environment.As a Junior Data Analyst on the GenAI team, you will work closely with data engineers and AI researchers to assist in validating and interpreting data outputs, helping ensure the accuracy and usefulness of insights generated by advanced AI systems. Your responsibilities will include supporting the design and execution of data validation tasks, conducting exploratory data analysis to identify trends and anomalies, and creating dashboards and reports using Tableau to present findings to internal stakeholders.You will also assist in writing and refining SQL queries for data extraction and validation, and use tools like Python and Snowflake under guidance to manipulate and analyze datasets. Exposure to cloud platforms such as Azure or AWS is a plus, but not required.We are a company committed to creating diverse and inclusive environments where people can bring their full, authentic selves to work every day. We are an equal opportunity/affirmative action employer that believes everyone matters. Qualified candidates will receive consideration for employment regardless of their race, color, ethnicity, religion, sex (including pregnancy), sexual orientation, gender identity and expression, marital status, national origin, ancestry, genetic factors, age, disability, protected veteran status, military or uniformed service member status, or any other status or characteristic protected by applicable laws, regulations, and ordinances. If you need assistance and/or a reasonable accommodation due to a disability during the application or recruiting process, please send a request to HR@insightglobal.com.To learn more about how we collect, keep, and process your private information, please review Insight Global's Workforce Privacy Policy: https://insightglobal.com/workforce-privacy-policy/.
Mar 27, 2026
Atlanta, GA
|
Architect
|
Contract
|
$68 - $85 (hourly estimate)
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Data Gap-Fill EngineDevelop or extend models that can:? Fill missing AMI interval data at 15-minute and hourly resolutions? Handle short gaps (\u003c2 hours) and long gaps (1?72 hours) with model-based reconstruction. ? Produce reconstruction confidence scores for each interval.? Incorporate:o Weather (temperature, humidity, solar irradiance)o Calendar effects (weekday/weekend, season)o Outage periods (explicitly excluding outage windows from prediction) B. Predictive Usage Modeling? Short-term usage prediction (next 24?48 hours)? Longer-horizon predictions (up to 7?14 days)? Ability to run inference on millions of meter records across all OpCos C. MLOps and Deployment? Run natively on Databricks within Southern Company?s secure cloud (no external hosting). ? Provide automated pipelines for:o Trainingo Batch inferenceo Monitoring and accuracy drift detection? Deliver source code, notebooks, CI/CD scripts, and documentation.3. Data Inputs \u0026 Volumes3.1 Data Sources? AMI interval data ? Weather feeds ? Outage metadata? Billing calendar markers (not used for billing VEE; for analytics only) 3.2 Data Characteristics? 96 intervals/day per meter (15-min)? Multi-year historical availability (1?3 years)? High presence of gaps, including consecutive missing intervals4. Performance Requirements4.1 Model(s) AccuracyMeasurable model KPIs for:? MAE / RMSE for filled intervals? Gap-fill bias (interval-level and daily aggregated)? Performance across:o 15-minute kWho Hourly kWho Golden meters (consecutive gap conditions)o Non-gold meters (random missing intervals) 4.2 ScalabilityModel(s) must:? Process 4.4M meters (15-min resolution) in batch production cycles ? Support parallelization / Spark-based architecture4.3 Operational Expectations? Runtime targets defined for daily and weekly pipelines? Monitoring hooks for:o Model drifto Data Anomalieso Input/outage alignment issues5. Deliverables1. ML Models \u0026 Codebaseo Gap-fill models (primary deliverable)o Forecasting modelso Modular architecture for future extensions2. Documentationo Model(s) documentationo Data dictionarieso Deployment runbooks3. MLOps Pipelineso Orchestrated Databricks jobso Git-based CI/CD workflows4. Dashboards / Visual QA Toolso before/after gap-fill visualizationso overlay and comparison tools5. Training \u0026 Knowledge Transfero Sessions for AMI Data Science teamo Code walkthroughso Handover documentation6. Non-Functional Requirements6.1 Security? All work must remain within Southern Company?s cloud environment ? No external data movement permitted6.2 Governance? Conform to Southern Company metadata, tagging, and logging standards? Models must not be used for billing (analytics-only) 6.3 Vendor Collaboration Expectations? Weekly progress meetings with Solomon, Joyce S. and project team ? Transparent issue escalation? Ability to collaborate using Jira (AMI team instance)? PM is already instated? 1 Data Scientist from AMI DSA will work in this project7. Evaluation Criteria for Vendors? Technical strength and ML methodology? Scalability and cloud architecture alignment? Experience with utility AMI datasets? Clarity of proposed MLOps approach? Documentation quality? Speed to delivery? Total cost and licensing structureWe are a company committed to creating diverse and inclusive environments where people can bring their full, authentic selves to work every day. We are an equal opportunity/affirmative action employer that believes everyone matters. Qualified candidates will receive consideration for employment regardless of their race, color, ethnicity, religion, sex (including pregnancy), sexual orientation, gender identity and expression, marital status, national origin, ancestry, genetic factors, age, disability, protected veteran status, military or uniformed service member status, or any other status or characteristic protected by applicable laws, regulations, and ordinances. If you need assistance and/or a reasonable accommodation due to a disability during the application or recruiting process, please send a request to HR@insightglobal.com.To learn more about how we collect, keep, and process your private information, please review Insight Global\u0027s Workforce Privacy Policy: https://insightglobal.com/workforce-privacy-policy/.","Title":"Data Scientist","City":"Atlanta","ExpirationDate":null,"PriorityOrder":0,"Requirements":"3-5 years of experience as a data scientist (or similar title)3+ years of experience using AI/ML Strong Python programming experienceUnderstanding/Experience within AMI data Background within a utility Experience with LLM (large language model)Ability to deliver source code, notebooks, CI/CD scripts, and documentation","Skills":"Databricks","Industry":"Architect","Country":"US","Division":"AF\u0026E","Office":null,"IsRemoteJob":false,"IsInternalJob":false,"ExtraValues":null,"__RecordIndex":0,"__OrdinalPosition":0,"__Timestamp":0,"Status":null,"ApplicantCount":0,"SubmittalCount":0,"ApplicationToHireRatio":0,"JobDuration":null,"SalaryHigh":85.0000,"SalaryLow":68.0000,"PayRateOvertime":0,"PayRateStraight":0,"Filled":0,"RemainingOpenings":0,"TotalOpenings":0,"Visa":null,"ClearanceType":null,"IsClearanceRequired":false,"IsHealthcare":false,"IsRemote":false,"EndClient":null,"JobCreatedDate":"\/Date(-62135578800000)\/","JobModifiedDate":"\/Date(-62135578800000)\/"}
Synthesize.ai ? Technical Requirements Document (External Vendor Version)1. Project OverviewSynthesize.ai is Southern Company?s advanced analytics and machine-learning platform designed to improve... the quality, continuity, and analytical usefulness of AMI interval data across APC, GPC, and MPC. The platform will use AI/ML to perform data gap-fill, usage reconstruction, and short-term/long-term forecasting, and enable downstream analytics.The primary objective for this vendor engagement is to deliver a production-grade, scalable, accurate ML-based gap-fill and forecasting engine that can be integrated into Southern Company's data ecosystem.2. Scope of Work2.1 Core Functional RequirementsA. Data Gap-Fill EngineDevelop or extend models that can:? Fill missing AMI interval data at 15-minute and hourly resolutions? Handle short gaps (<2 hours) and long gaps (1?72 hours) with model-based reconstruction. ? Produce reconstruction confidence scores for each interval.? Incorporate:o Weather (temperature, humidity, solar irradiance)o Calendar effects (weekday/weekend, season)o Outage periods (explicitly excluding outage windows from prediction) B. Predictive Usage Modeling? Short-term usage prediction (next 24?48 hours)? Longer-horizon predictions (up to 7?14 days)? Ability to run inference on millions of meter records across all OpCos C. MLOps and Deployment? Run natively on Databricks within Southern Company?s secure cloud (no external hosting). ? Provide automated pipelines for:o Trainingo Batch inferenceo Monitoring and accuracy drift detection? Deliver source code, notebooks, CI/CD scripts, and documentation.3. Data Inputs & Volumes3.1 Data Sources? AMI interval data ? Weather feeds ? Outage metadata? Billing calendar markers (not used for billing VEE; for analytics only) 3.2 Data Characteristics? 96 intervals/day per meter (15-min)? Multi-year historical availability (1?3 years)? High presence of gaps, including consecutive missing intervals4. Performance Requirements4.1 Model(s) AccuracyMeasurable model KPIs for:? MAE / RMSE for filled intervals? Gap-fill bias (interval-level and daily aggregated)? Performance across:o 15-minute kWho Hourly kWho Golden meters (consecutive gap conditions)o Non-gold meters (random missing intervals) 4.2 ScalabilityModel(s) must:? Process 4.4M meters (15-min resolution) in batch production cycles ? Support parallelization / Spark-based architecture4.3 Operational Expectations? Runtime targets defined for daily and weekly pipelines? Monitoring hooks for:o Model drifto Data Anomalieso Input/outage alignment issues5. Deliverables1. ML Models & Codebaseo Gap-fill models (primary deliverable)o Forecasting modelso Modular architecture for future extensions2. Documentationo Model(s) documentationo Data dictionarieso Deployment runbooks3. MLOps Pipelineso Orchestrated Databricks jobso Git-based CI/CD workflows4. Dashboards / Visual QA Toolso before/after gap-fill visualizationso overlay and comparison tools5. Training & Knowledge Transfero Sessions for AMI Data Science teamo Code walkthroughso Handover documentation6. Non-Functional Requirements6.1 Security? All work must remain within Southern Company?s cloud environment ? No external data movement permitted6.2 Governance? Conform to Southern Company metadata, tagging, and logging standards? Models must not be used for billing (analytics-only) 6.3 Vendor Collaboration Expectations? Weekly progress meetings with Solomon, Joyce S. and project team ? Transparent issue escalation? Ability to collaborate using Jira (AMI team instance)? PM is already instated? 1 Data Scientist from AMI DSA will work in this project7. Evaluation Criteria for Vendors? Technical strength and ML methodology? Scalability and cloud architecture alignment? Experience with utility AMI datasets? Clarity of proposed MLOps approach? Documentation quality? Speed to delivery? Total cost and licensing structureWe are a company committed to creating diverse and inclusive environments where people can bring their full, authentic selves to work every day. We are an equal opportunity/affirmative action employer that believes everyone matters. Qualified candidates will receive consideration for employment regardless of their race, color, ethnicity, religion, sex (including pregnancy), sexual orientation, gender identity and expression, marital status, national origin, ancestry, genetic factors, age, disability, protected veteran status, military or uniformed service member status, or any other status or characteristic protected by applicable laws, regulations, and ordinances. If you need assistance and/or a reasonable accommodation due to a disability during the application or recruiting process, please send a request to HR@insightglobal.com.To learn more about how we collect, keep, and process your private information, please review Insight Global's Workforce Privacy Policy: https://insightglobal.com/workforce-privacy-policy/.
May 19, 2026
Lincolnshire, IL
|
Architect
|
Contract,Perm Possible
|
$73 - $91 (hourly estimate)
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We are seeking an experienced AI Enterprise Architect to join our enterprise team on a contract basis. In this role, you will serve as the central governance authority for all AI initiatives across... the organization, ensuring strategic alignment, pattern recognition, and scalable solutions. Reporting to the Enterprise Architecture team, you will collaborate closely with business stakeholders, solution architects, and cross-functional teams to identify AI opportunities, establish reusable patterns, and validate that AI projects deliver value while adhering to governance standards. This position focuses exclusively on AI technologies, with a strong emphasis on AI agents and emerging paradigms to drive innovation and efficiency at scale.Pay Rate: $95-$105/hrWe are a company committed to creating diverse and inclusive environments where people can bring their full, authentic selves to work every day. We are an equal opportunity/affirmative action employer that believes everyone matters. Qualified candidates will receive consideration for employment regardless of their race, color, ethnicity, religion, sex (including pregnancy), sexual orientation, gender identity and expression, marital status, national origin, ancestry, genetic factors, age, disability, protected veteran status, military or uniformed service member status, or any other status or characteristic protected by applicable laws, regulations, and ordinances. If you need assistance and/or a reasonable accommodation due to a disability during the application or recruiting process, please send a request to HR@insightglobal.com.To learn more about how we collect, keep, and process your private information, please review Insight Global's Workforce Privacy Policy: https://insightglobal.com/workforce-privacy-policy/.
Jan 14, 2026
Houston, TX
|
Data Warehousing
|
Contract-to-perm
|
$59 - $74 (hourly estimate)
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This includes advanced prompt strategies, guardrails, evaluation metrics, cost/latency optimization, and production rollout.?Build robust RAG systems: Stand up end-to-end RAG pipelines (ingestion ? chunking ? embedding ? retrieval ? synthesis) leveraging Foundry orchestration and LangGraph agents, with observability, feedback loops, and AB testing for groundedness and hallucination control.?Develop agentic workflows: Implement multi-step, tool-using agents using LangGraph for real-time, context-aware operations; orchestrate planning, memory, and tool calling with safe execution policies.?Fine-tune foundation models: Select, adapt, and fine-tune open and hosted models for domain-specific tasks using efficient techniques (LoRA/QLoRA, PEFT, parameter-efficient adapters), and manage evaluation datasets.?ML/LLM engineering: Build high-quality Python code, reusable libraries, and APIs; implement CI/CD, testing, experiment tracking, and model/version governance.?Data \u0026 platforms: Partner with data engineering to operationalize pipelines on enterprise platforms (e.g., Databricks/Snowflake) and integrate with cloud AI/ML services.We are a company committed to creating diverse and inclusive environments where people can bring their full, authentic selves to work every day. We are an equal opportunity/affirmative action employer that believes everyone matters. Qualified candidates will receive consideration for employment regardless of their race, color, ethnicity, religion, sex (including pregnancy), sexual orientation, gender identity and expression, marital status, national origin, ancestry, genetic factors, age, disability, protected veteran status, military or uniformed service member status, or any other status or characteristic protected by applicable laws, regulations, and ordinances. If you need assistance and/or a reasonable accommodation due to a disability during the application or recruiting process, please send a request to HR@insightglobal.com.To learn more about how we collect, keep, and process your private information, please review Insight Global\u0027s Workforce Privacy Policy: https://insightglobal.com/workforce-privacy-policy/.","Title":"AI Engineer","City":"Houston","ExpirationDate":null,"PriorityOrder":0,"Requirements":"Microsoft Foundry \u0026 Foundry Agents, or LangGraph Expertise?Azure AI Foundry: Hands-on experience in designing, deploying, and managing GenAI solutions using Foundry orchestration and governance.?LangGraph: Proven ability to build agentic workflows, multi-step reasoning, and tool orchestration using LangGraph for enterprise-grade applications.Generative AI Expertise?Large Language/Vision Models (LLM/LVM): Hands-on with multiple providers/models (e.g., Gemini, GPT, Claude, Llama) and their APIs.?Retrieval Augmented Generation (RAG): Ability to design and implement robust RAG systems for real-time, context-aware applications.?Prompt engineering \u0026 agentic workflows: Advanced prompt design (system/task/reflection patterns) and building multi-step AI agents.?Vector databases/search \u0026 embeddings: Practical experience with vector indexing, similarity search, and embedding selection/management.Mathematics \u0026 Foundations?Statistics, Multivariate Calculus, Linear Algebra, Optimization (you can explain choices and trade-offs in model behavior based on these principles).Programming?Advanced Python (clean architecture, typing, packaging, testing; performance profiling and async where appropriate).Python Ecosystem?Data Handling/Visualization: pandas, NumPy, Seaborn/Matplotlib, PySpark?Machine Learning: scikit-learn, XGBoost, LightGBM?Deep Learning: TensorFlow or PyTorch?Generative AI: LangChain, LlamaIndex, Haystack, Hugging Face transformersSoftware Craftsmanship \u0026 Platforms?Version Control: Git (GitHub/GitLab/Bitbucket)?Databases: SQL and NoSQL (e.g., MongoDB, Cassandra)?Cloud: Hands-on with one or more of AWS, Azure, GCP, specifically AI/ML \u0026 data services (e.g., AWS SageMaker, Azure Machine Learning, Google Vertex AI)?Enterprise data engineering platforms: Databricks, Snowflake","Skills":"","Industry":"Data Warehousing","Country":"US","Division":"IT","Office":null,"IsRemoteJob":false,"IsInternalJob":false,"ExtraValues":null,"__RecordIndex":0,"__OrdinalPosition":0,"__Timestamp":0,"Status":null,"ApplicantCount":0,"SubmittalCount":0,"ApplicationToHireRatio":0,"JobDuration":null,"SalaryHigh":74.0000,"SalaryLow":59.2000,"PayRateOvertime":0,"PayRateStraight":0,"Filled":0,"RemainingOpenings":0,"TotalOpenings":0,"Visa":null,"ClearanceType":null,"IsClearanceRequired":false,"IsHealthcare":false,"IsRemote":false,"EndClient":null,"JobCreatedDate":"\/Date(-62135578800000)\/","JobModifiedDate":"\/Date(-62135578800000)\/"}
?Design & deliver GenAI solutions: Architect and implement LLM/LVM applications (text and, where applicable, vision) with strong emphasis on Microsoft Azure AI Foundry capabilities and... LangGraph-based agentic workflows. This includes advanced prompt strategies, guardrails, evaluation metrics, cost/latency optimization, and production rollout.?Build robust RAG systems: Stand up end-to-end RAG pipelines (ingestion ? chunking ? embedding ? retrieval ? synthesis) leveraging Foundry orchestration and LangGraph agents, with observability, feedback loops, and AB testing for groundedness and hallucination control.?Develop agentic workflows: Implement multi-step, tool-using agents using LangGraph for real-time, context-aware operations; orchestrate planning, memory, and tool calling with safe execution policies.?Fine-tune foundation models: Select, adapt, and fine-tune open and hosted models for domain-specific tasks using efficient techniques (LoRA/QLoRA, PEFT, parameter-efficient adapters), and manage evaluation datasets.?ML/LLM engineering: Build high-quality Python code, reusable libraries, and APIs; implement CI/CD, testing, experiment tracking, and model/version governance.?Data & platforms: Partner with data engineering to operationalize pipelines on enterprise platforms (e.g., Databricks/Snowflake) and integrate with cloud AI/ML services.We are a company committed to creating diverse and inclusive environments where people can bring their full, authentic selves to work every day. We are an equal opportunity/affirmative action employer that believes everyone matters. Qualified candidates will receive consideration for employment regardless of their race, color, ethnicity, religion, sex (including pregnancy), sexual orientation, gender identity and expression, marital status, national origin, ancestry, genetic factors, age, disability, protected veteran status, military or uniformed service member status, or any other status or characteristic protected by applicable laws, regulations, and ordinances. If you need assistance and/or a reasonable accommodation due to a disability during the application or recruiting process, please send a request to HR@insightglobal.com.To learn more about how we collect, keep, and process your private information, please review Insight Global's Workforce Privacy Policy: https://insightglobal.com/workforce-privacy-policy/.
Jun 22, 2026
Toronto, ON
|
Engineering (Non IT)
|
Contract
|
$52 - $65 (hourly estimate)
{"JobID":543833,"JobType":["Contract"],"EmployerID":null,"Location":{"Latitude":0,"Longitude":0,"Distance":null},"State":"Ontario","Zip":"M5B 2","ReferenceID":"TOR-ec7cc762-9029-4602-b6ad-7969d142b4e9","PostedDate":"\/Date(1782132867000)\/","Description":"We are looking to identify a Senior AI / GenAI Engineer to support the Data \u0026 AI Marketplace Delivery team at a top Utility company. This role will focus on designing and scaling enterprise-grade AI systems and intelligent agents, with a strong emphasis on secure, governed deployments in a regulated environment.This is a high-impact opportunity to shape how AI is operationalized across the organization?moving beyond pilots into production-grade, business-critical solutions.Key ResponsibilitiesDesign and build enterprise AI agents leveraging internal data and workflowsDevelop GenAI-powered search, discovery, and insight platforms (RAG-based)Architect and deploy decision-support systems for business and executive usersImplement secure, scalable AI solutions aligned to governance and compliance standardsDrive end-to-end delivery from concept ? production ? scaleSupport operationalization of AI with measurable business outcomesWe are a company committed to creating diverse and inclusive environments where people can bring their full, authentic selves to work every day. We are an equal opportunity/affirmative action employer that believes everyone matters. Qualified candidates will receive consideration for employment regardless of their race, color, ethnicity, religion, sex (including pregnancy), sexual orientation, gender identity and expression, marital status, national origin, ancestry, genetic factors, age, disability, protected veteran status, military or uniformed service member status, or any other status or characteristic protected by applicable laws, regulations, and ordinances. If you need assistance and/or a reasonable accommodation due to a disability during the application or recruiting process, please send a request to HR@insightglobal.com.To learn more about how we collect, keep, and process your private information, please review Insight Global\u0027s Workforce Privacy Policy: https://insightglobal.com/workforce-privacy-policy/.","Title":"Senior AI Engineer","City":"Toronto","ExpirationDate":null,"PriorityOrder":0,"Requirements":"7+ years in AI / Machine Learning / Generative AI engineeringStrong experience delivering production-grade AI solutions end-to-endDeep expertise in Azure AI ecosystem (Azure OpenAI, AI Search, ML, etc.)Experience with enterprise data platforms (Snowflake preferred)Strong Python development and API experience (FastAPI or similar)Hands-on experience with cloud-native, distributed architectures (AKS, Kubernetes)enerative AI / LLMsExperience building applications using GPT, Claude, Gemini, etc.Strong experience with RAG architectures (vector search, embeddings, grounding)LLM fine-tuning and optimization for enterprise use casesExperience with frameworks like LangChain, Semantic Kernel, Azure OpenAIBuilding multi-agent systems, tool/function calling, and workflow orchestration","Skills":"","Industry":"Engineering (Non IT)","Country":"Canada","Division":"IT","Office":null,"IsRemoteJob":false,"IsInternalJob":false,"ExtraValues":null,"__RecordIndex":0,"__OrdinalPosition":0,"__Timestamp":0,"Status":null,"ApplicantCount":0,"SubmittalCount":0,"ApplicationToHireRatio":0,"JobDuration":null,"SalaryHigh":65.0000,"SalaryLow":52.0000,"PayRateOvertime":0,"PayRateStraight":0,"Filled":0,"RemainingOpenings":0,"TotalOpenings":0,"Visa":null,"ClearanceType":null,"IsClearanceRequired":false,"IsHealthcare":false,"IsRemote":false,"EndClient":null,"JobCreatedDate":"\/Date(-62135578800000)\/","JobModifiedDate":"\/Date(-62135578800000)\/"}
We are looking to identify a Senior AI / GenAI Engineer to support the Data & AI Marketplace Delivery team at a top Utility company. This role will focus on designing and scaling enterprise-grade AI... systems and intelligent agents, with a strong emphasis on secure, governed deployments in a regulated environment.This is a high-impact opportunity to shape how AI is operationalized across the organization?moving beyond pilots into production-grade, business-critical solutions.Key ResponsibilitiesDesign and build enterprise AI agents leveraging internal data and workflowsDevelop GenAI-powered search, discovery, and insight platforms (RAG-based)Architect and deploy decision-support systems for business and executive usersImplement secure, scalable AI solutions aligned to governance and compliance standardsDrive end-to-end delivery from concept ? production ? scaleSupport operationalization of AI with measurable business outcomesWe are a company committed to creating diverse and inclusive environments where people can bring their full, authentic selves to work every day. We are an equal opportunity/affirmative action employer that believes everyone matters. Qualified candidates will receive consideration for employment regardless of their race, color, ethnicity, religion, sex (including pregnancy), sexual orientation, gender identity and expression, marital status, national origin, ancestry, genetic factors, age, disability, protected veteran status, military or uniformed service member status, or any other status or characteristic protected by applicable laws, regulations, and ordinances. If you need assistance and/or a reasonable accommodation due to a disability during the application or recruiting process, please send a request to HR@insightglobal.com.To learn more about how we collect, keep, and process your private information, please review Insight Global's Workforce Privacy Policy: https://insightglobal.com/workforce-privacy-policy/.
Apr 07, 2026
Seffner, FL
|
Programmer / Developer
|
Contract-to-perm
|
$60 - $75 (hourly estimate)
{"JobID":516295,"JobType":["Contract-to-perm"],"EmployerID":null,"Location":{"Latitude":-82.27,"Longitude":27.99,"Distance":null},"State":"Florida","Zip":"33584","ReferenceID":"TPA-dbe57b95-0744-41fa-b633-80b6957c663c","PostedDate":"\/Date(1775599702000)\/","Description":"A client of Insight Global?s is looking to hire a Lead Software Engineer to drive technical excellence, mentor team members, and support the success of our software development initiatives. The ideal candidate will possess a blend of strong technical expertise, leadership skills, and a collaborative mindset. Proficiency in software architecture, development, and Agile methodologies is essential, along with the ability to design, implement, and maintain robust, scalable software solutions. Applicants should have experience with C#, JavaScript, HTML, Cloud, DevOps, Automation, Agile methodologies, software architecture, and design. The role is hybrid/onsite in the Tampa Bay area.We are a company committed to creating diverse and inclusive environments where people can bring their full, authentic selves to work every day. We are an equal opportunity/affirmative action employer that believes everyone matters. Qualified candidates will receive consideration for employment regardless of their race, color, ethnicity, religion, sex (including pregnancy), sexual orientation, gender identity and expression, marital status, national origin, ancestry, genetic factors, age, disability, protected veteran status, military or uniformed service member status, or any other status or characteristic protected by applicable laws, regulations, and ordinances. If you need assistance and/or a reasonable accommodation due to a disability during the application or recruiting process, please send a request to HR@insightglobal.com.To learn more about how we collect, keep, and process your private information, please review Insight Global\u0027s Workforce Privacy Policy: https://insightglobal.com/workforce-privacy-policy/.","Title":"Lead Software Engineer","City":"Seffner","ExpirationDate":null,"PriorityOrder":0,"Requirements":"? Bachelor?s degree in a computer-related field or at least 10 years of relevant experience in Software Engineering. - 20 years ? Proficiency in csharp, JavaScript, HTML, Cloud, DevOps, Automation, Agile methodologies, software architecture, and design. ? Strong technical and people leadership skills, with the ability to influence and support team success. ? Ability to come onsite for a hybrid role.","Skills":"? Experience with Azure, Azure Cloud Resource Usage, message-passing architecture concepts, and Dev Containers. ? A strong understanding of API and service design principles. ? Familiarity with machine learning (ML), artificial intelligence (AI), and large language models (LLMs) for potential integration into software solutions. ? Familiarity with supply chain systems is a plus.","Industry":"Programmer / Developer","Country":"US","Division":"IT","Office":null,"IsRemoteJob":false,"IsInternalJob":false,"ExtraValues":null,"__RecordIndex":0,"__OrdinalPosition":0,"__Timestamp":0,"Status":null,"ApplicantCount":0,"SubmittalCount":0,"ApplicationToHireRatio":0,"JobDuration":null,"SalaryHigh":74.5200,"SalaryLow":59.6160,"PayRateOvertime":0,"PayRateStraight":0,"Filled":0,"RemainingOpenings":0,"TotalOpenings":0,"Visa":null,"ClearanceType":null,"IsClearanceRequired":false,"IsHealthcare":false,"IsRemote":false,"EndClient":null,"JobCreatedDate":"\/Date(-62135578800000)\/","JobModifiedDate":"\/Date(-62135578800000)\/"}
A client of Insight Global?s is looking to hire a Lead Software Engineer to drive technical excellence, mentor team members, and support the success of our software development initiatives. The ideal... candidate will possess a blend of strong technical expertise, leadership skills, and a collaborative mindset. Proficiency in software architecture, development, and Agile methodologies is essential, along with the ability to design, implement, and maintain robust, scalable software solutions. Applicants should have experience with C#, JavaScript, HTML, Cloud, DevOps, Automation, Agile methodologies, software architecture, and design. The role is hybrid/onsite in the Tampa Bay area.We are a company committed to creating diverse and inclusive environments where people can bring their full, authentic selves to work every day. We are an equal opportunity/affirmative action employer that believes everyone matters. Qualified candidates will receive consideration for employment regardless of their race, color, ethnicity, religion, sex (including pregnancy), sexual orientation, gender identity and expression, marital status, national origin, ancestry, genetic factors, age, disability, protected veteran status, military or uniformed service member status, or any other status or characteristic protected by applicable laws, regulations, and ordinances. If you need assistance and/or a reasonable accommodation due to a disability during the application or recruiting process, please send a request to HR@insightglobal.com.To learn more about how we collect, keep, and process your private information, please review Insight Global's Workforce Privacy Policy: https://insightglobal.com/workforce-privacy-policy/.
Jun 22, 2026
Brentwood, TN
|
IT (DNU)
|
Contract-to-perm
|
$48 - $60 (hourly estimate)
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A client of Insight Global is seeking a Data Analyst to join their growing analytics team. This individual will sit at the intersection of data analysis and data science, focusing on applying... statistical rigor to business data in order to drive actionable insights.This is not a traditional reporting role. The ideal candidate will go beyond building dashboards and instead leverage statistical analysis, experimentation, and forecasting to validate trends, identify meaningful patterns, and guide business decisions. This person will work closely with stakeholders across the business to translate complex data into clear, actionable recommendations.We are a company committed to creating diverse and inclusive environments where people can bring their full, authentic selves to work every day. We are an equal opportunity/affirmative action employer that believes everyone matters. Qualified candidates will receive consideration for employment regardless of their race, color, ethnicity, religion, sex (including pregnancy), sexual orientation, gender identity and expression, marital status, national origin, ancestry, genetic factors, age, disability, protected veteran status, military or uniformed service member status, or any other status or characteristic protected by applicable laws, regulations, and ordinances. If you need assistance and/or a reasonable accommodation due to a disability during the application or recruiting process, please send a request to HR@insightglobal.com.To learn more about how we collect, keep, and process your private information, please review Insight Global's Workforce Privacy Policy: https://insightglobal.com/workforce-privacy-policy/.
Apr 10, 2026
Calgary, AB
|
Data Warehousing
|
Perm
|
$100k - $140k (estimate)
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We are hiring a Data Scientist for a full-time, permanent role, based in Calgary. In this role, you will own the full lifecycle of data products?from ideation and complex modeling through deployment,... monitoring, and iteration?while enabling business teams to maximize impact. You?ll work on high-impact FinTech problems spanning fraud mitigation, credit risk, and growth optimization, partnering closely with cross-functional teams to translate complex business problems into production-grade, data-driven solutions.We are a company committed to creating diverse and inclusive environments where people can bring their full, authentic selves to work every day. We are an equal opportunity/affirmative action employer that believes everyone matters. Qualified candidates will receive consideration for employment regardless of their race, color, ethnicity, religion, sex (including pregnancy), sexual orientation, gender identity and expression, marital status, national origin, ancestry, genetic factors, age, disability, protected veteran status, military or uniformed service member status, or any other status or characteristic protected by applicable laws, regulations, and ordinances. If you need assistance and/or a reasonable accommodation due to a disability during the application or recruiting process, please send a request to HR@insightglobal.com.To learn more about how we collect, keep, and process your private information, please review Insight Global's Workforce Privacy Policy: https://insightglobal.com/workforce-privacy-policy/.