NewQA Engineer TC Alpla Inc.QA Engineer TCMcDonough, GAOther Requirements: Understanding of Minitab or Equivalent Data Analytics Software (Intermediate to Advance Level of Excel (Pivot tables, VBA, Macros, Formulas) experience acceptable), understanding of SPC Software. Works with Packaging Management and Process Technician Teams on QA related qualification procedures for new product implementation in the TC internal as well as external ALPLA production sites.
NewManufacturing Quality Engineer I (GA) GCR Professional ServicesManufacturing Quality Engineer I (GA)Alpharetta,, GeorgiaContractorCollaborate with engineering teams to drive continuous improvement initiatives, such as process optimization, root cause analysis, and implementation of quality tools and methodologies. *Generate quality metrics and reports to communicate key performance indicators, trends, and areas requiring improvement to management and cross-functional teams.
NewQuality Engineer JobotQuality EngineerKennesaw, GA$80,000–$100,000 / yearInformation collected and processed as part of your Jobot candidate profile, and any job applications, resumes, or other information you choose to submit is subject to Jobot's Privacy Policy, as well as the Jobot California Worker Privacy Notice and Jobot Notice Regarding Automated Employment Decision Tools which are available at jobot.com/legal. This role will work closely with operators, production teams, and leadership to identify issues, drive root cause analysis, and implement corrective actions that prevent recurrence.
NewSenior Civil Engineer JobotSenior Civil EngineerAtlanta, GA$110,000–$145,000 / yearInformation collected and processed as part of your Jobot candidate profile, and any job applications, resumes, or other information you choose to submit is subject to Jobot's Privacy Policy, as well as the Jobot California Worker Privacy Notice and Jobot Notice Regarding Automated Employment Decision Tools which are available at jobot.com/legal. The successful candidate will be involved in a wide array of projects, ranging from residential to commercial developments, land development, and roadway projects.
NewSenior Manufacturing Engineer JobotSenior Manufacturing EngineerMarietta, GA$140,000–$180,000 / yearInformation collected and processed as part of your Jobot candidate profile, and any job applications, resumes, or other information you choose to submit is subject to Jobot's Privacy Policy, as well as the Jobot California Worker Privacy Notice and Jobot Notice Regarding Automated Employment Decision Tools which are available at jobot.com/legal. You will own the manufacturing value chain, providing strategic input for lean shop floor layouts and optimized assembly flows for our advanced production.
APPLICATIONS ENGINEER 2 DANIEL DEFENSE LLCAPPLICATIONS ENGINEER 2Black Creek, GABachelor’s Degree with concentration in Manufacturing Engineering or Mechanical Engineering and 2-4 years of experience (to include CNC machining/programming experience); or a combination of related experience, education and/or training to sufficiently and successfully perform the essential functions of the job. Plans designs and coordinates integration of machinery and equipment into manufacturing process of industrial establishment, applying knowledge of engineering and programming, precision measuring instruments, and computer software’s.
Entry Level Test Engineer (Electrical) # 26-15577 US Tech Solutions, Inc.Entry Level Test Engineer (Electrical) # 26-15577Forest Park, GASuccessful candidate will work minimum one year in Panel Quality Assurance learning the Protection and Control systems, learning about the departments that work with PQA and get to know about future prospect of working in the Transmission Maintenance organization part of the P&C FS team that commission, maintain, and first respond to troubles in substations with client. Engaging in continuous improvement initiatives, contributing to the refinement of testing methodologies, and staying updated with technological advancements and industry trends related to P&C systems and testing and building effective relationships with plant staff, design engineering staff and/or vendors.
Software Engineer CredenceSoftware EngineerRobins Air Force Base, GAOr DAWIA APDP Certification in the Engineering & Technical Management functional area, Level II, Or International Council on Systems Engineering certification: Associate Systems Engineering Professional, or Certified Systems Engineering Professional, or Expert Systems Engineering Professional certification. Experience with the programming language specific to the weapon system or program for which the position will support is required; programming languages are non-proprietary and common to other industries (C++, Common Business Oriented Language, Java, Hypertext Markup Language, or C#, etc.) .
Senior Structural Engineer MetromontSenior Structural EngineerHiram, GAHowever, employees who have access to the compensation information of other employees or applicants as a part of their essential job functions cannot disclose the pay of other employees or applicants to individuals who do not otherwise have access to compensation information, unless the disclosure is (a) in response to a formal complaint or charge, (b) in furtherance of an investigation, proceeding, hearing, or action, including an investigation conducted by the employer, or (c) consistent with the contractor’s legal duty to furnish information. Across the eastern seaboard, the southeast, and even as far west as Arizona, our customers rely on us to provide innovative precast solutions and the best quality for their parking structures, data centers, multifamily housing, office buildings, warehouses, schools, and stadiums.
Civil / Structural Engineer SNF Holding CompanyCivil / Structural EngineerRiceboro, GeorgiaThis role requires leading design efforts both in-house and through contracted engineering services, coordinating across disciplines, and ensuring structural integrity throughout all phases of project execution. Experience in the development of 3D modelsof concrete and steel structures in multiple software, including Bentley 3D, AVEVA E3D, AutoCad ProStructure, or CaddWorxx software packages.
NewProject Structural Engineer JobotProject Structural EngineerPowder Springs, GA$75,000–$90,000 / yearInformation collected and processed as part of your Jobot candidate profile, and any job applications, resumes, or other information you choose to submit is subject to Jobot's Privacy Policy, as well as the Jobot California Worker Privacy Notice and Jobot Notice Regarding Automated Employment Decision Tools which are available at jobot.com/legal. Our team collaborates directly with architects, contractors, and fabricators on a wide range of real-world projects, giving you hands-on experience and meaningful responsibility from day one.
NewSenior Electrical Engineer JobotSenior Electrical EngineerSavannah, GA$165,000–$250,000 / yearInformation collected and processed as part of your Jobot candidate profile, and any job applications, resumes, or other information you choose to submit is subject to Jobot's Privacy Policy, as well as the Jobot California Worker Privacy Notice and Jobot Notice Regarding Automated Employment Decision Tools which are available at jobot.com/legal. By applying for this job, you agree to receive calls, AI-generated calls, text messages, or emails from Jobot, and/or its agents and contracted partners.
NewProject Engineer (General Contractor) JobotProject Engineer (General Contractor)Berkeley Lake, GA$60,000–$80,000 / yearThis opportunity offers exposure to a strong mix of grocery retail, big box retail, light industrial, medical, office, and tenant improvement projects while working closely with Project Managers, Superintendents, subcontractors, and field teams from preconstruction through closeout. Information collected and processed as part of your Jobot candidate profile, and any job applications, resumes, or other information you choose to submit is subject to Jobot's Privacy Policy, as well as the Jobot California Worker Privacy Notice and Jobot Notice Regarding Automated Employment Decision Tools which are available at jobot.com/legal.
Sr Mulesoft Engineer Iresh TechnologiesSr Mulesoft EngineerAtlanta, GA$70–$80 / hourContractorThe Georgia Department of Transportation (GDOT) is seeking a skilled Senior MuleSoft Engineer to join our team and play a vital role in designing, developing, and managing APIs and integration solutions using the MuleSoft Anypoint Platform. • Advance experience in understanding the requirements and translate it into technical designs leveraging services using RAML in Mule, REST based APIs, SOAP Web services and use of different mule connectors.
NewMaintenance Engineer (Spanish Speaking) JobotMaintenance Engineer (Spanish Speaking)Tucker, GA$80,000–$100,000 / yearFounded over 30 years ago and based in Duluth, GA, with operations expanding across the Southeast and into Texas, we are a privately held food production and distribution company serving restaurants, specialty retail, and grocery stores throughout the Eastern United States. Information collected and processed as part of your Jobot candidate profile, and any job applications, resumes, or other information you choose to submit is subject to Jobot's Privacy Policy, as well as the Jobot California Worker Privacy Notice and Jobot Notice Regarding Automated Employment Decision Tools which are available at jobot.com/legal.
NewLegal Financial Systems Applications Engineer JobotLegal Financial Systems Applications EngineerAtlanta, GA$130,000–$150,000 / yearInformation collected and processed as part of your Jobot candidate profile, and any job applications, resumes, or other information you choose to submit is subject to Jobot's Privacy Policy, as well as the Jobot California Worker Privacy Notice and Jobot Notice Regarding Automated Employment Decision Tools which are available at jobot.com/legal. To be successful in this role, you should bring the following background: Experience supporting a sophisticated legal finance ecosystems, including Elite 3E, billing, accounting, expense management, reporting, and integrated financial applications.
Staff Engineer (Product) - Remote LaterStaff Engineer (Product) - RemoteAtlanta, GARemote$175,000–$250,000 / yearBy combining trusted insight with expert guidance, Later removes guesswork from influencer marketing, enabling brands to choose the right creators, execute fully managed campaigns, and drive meaningful growth across awareness, engagement, and revenue. Built on a native, AI-powered platform and more than a decade of proprietary data—including billions of social interactions, impressions, and $2.4B+ in verified influencer-driven purchases—Later helps teams understand what will work before they launch.
Full Stack Software Engineer III-V Georgia Systems OperationsFull Stack Software Engineer III-VTucker, Georgia$99,360–$147,000 / yearFull timeThe Full Stack Software Engineer is responsible for designing, developing, deploying, and supporting scalable, secure, and high-performing applications that enable the operational success of OPC, GTC, and GSOC. This role supports the full software development lifecycle, including front-end development, back-end services, database design, system integration, deployment, and ongoing operational support.
NewEngineer 2 # 26-16736 US Tech Solutions, Inc.Engineer 2 # 26-16736Forest Park, GASkillsets & Expertise: Skillsets and expertise required for this position include good engineering knowledge, problem-solving skills, some discretion making independent decisions based on procedure and review with supervisor. Discipline software knowledge, strong work ethic, positive attitude, and the ability to build effective relationships with plant staff, design engineering staff and/or vendors.
Chief Engineer LeidosChief EngineerMacon, GA$154,050–$278,475If you received an email purporting to be from Leidos that asks for payment-related information or any other personal information (e.g., about you or your previous employer), and you are concerned about its legitimacy, please make us aware immediately by emailing us at LeidosCareersFraud@leidos.com. Minimum twenty (20) years’ experience in systems engineering or similar position working system design with cross-discipline teams in software, mechanical and electrical specification, design and test.
NewQuality Control Senior Associate HITT ContractingQuality Control Senior AssociateAtlanta, GAExecute four phases of control (Planning, Preparatory, Initial and Inspections) for each FOW with the subcontractors, vendors, and client(s) and perform all required meetings for mid-sized to more complex projects. Active certification with the Army Corps of Engineers- Construction Quality Management for Contractors or an inactive certification that needs to be refreshed within 3 months of hire.
NewCAD Engineer - Cab Vision Experience Bell CabinetryCAD Engineer - Cab Vision ExperienceCumming, GAThe CAD Engineer is responsible for programming equipment in order to efficiently increase and improve production of custom cabinetry to meet customers’ specific orders per business unit, including Retail, Builder, and Commercial accounts. The employee is frequently required to sit for extended periods of time, stand, walk, climb stairs, use hands to finger, handle or feel, and reach with hands and arms.
Security Operations Engineer (Level I - V) Georgia Systems OperationsSecurity Operations Engineer (Level I - V)Tucker, Georgia$70,880–$173,900 / yearFull timeEquivalent Experience: Engineer I Associates degree in related field or a Bachelor's Degree in an unrelated field with 6+ years of experience with significant responsibilities related to security operations, such as Security Patch Management, Configuration Management, Firewall Management, Disaster Recovery, Incident Management, and Information Management, OR. Engineer III Associates degree in related field or a Bachelor's Degree in an unrelated field with 10+ years of experience with significant responsibilities related to security operations, such as Security Patch Management, Configuration Management, Firewall Management, Disaster Recovery, Incident Management, and Information Management, OR.
Security Operations Engineer (Levels III - V) Georgia Systems OperationsSecurity Operations Engineer (Levels III - V)Tucker, Georgia$99,360–$173,900 / yearFull timeAssociates degree in related field or a Bachelor's Degree in an unrelated field with 10+ years of experience with significant responsibilities related to security operations, such as Security Patch Management, Configuration Management, Firewall Management, Disaster Recovery, Incident Management, and Information Management, OR. Associates degree in related field or a Bachelor's Degree in an unrelated field with 13+ years of experience with significant responsibilities related to security operations, such as Security Patch Management, Configuration Management, Firewall Management, Disaster Recovery, Incident Management, and Information Management, OR.
NewSr. Piping Lead & Subject Matter Expert SNF Holding CompanySr. Piping Lead & Subject Matter ExpertRiceboro, GeorgiaIn addition to hands-on technical leadership, the role partners closely with Project Management, Engineering disciplines, Operations, and Construction to deliver safe, practical, and maintainable piping solutions. Design Execution & Engineering Oversight Lead piping engineering and design activities from early conceptual and FEED phases through detailed design and final deliverable issuance.
Real-Time Control and Data Acquisition Engineer (Level I - V) Georgia Systems OperationsReal-Time Control and Data Acquisition Engineer (Level I - V)Tucker, Georgia$70,880–$173,900 / yearFull timeAssists with engineering reviews relating to EMS functions such as databases design and integrity, communications integrity, metering data timeliness and quality, and other related systems ability to provide quality and timeliness of information. This representation allows the generation and transmission control room operators the ability to economically dispatch generation, monitor facilities, control high side protective and sectionalizing devices, monitor alarms and events, collect and present accurate, reliable data in real-time.
Staff Engineer (Platform) - Remote LaterStaff Engineer (Platform) - RemoteAtlanta, GARemote$175,000–$250,000 / yearBy combining trusted insight with expert guidance, Later removes guesswork from influencer marketing, enabling brands to choose the right creators, execute fully managed campaigns, and drive meaningful growth across awareness, engagement, and revenue. Built on a native, AI-powered platform and more than a decade of proprietary data—including billions of social interactions, impressions, and $2.4B+ in verified influencer-driven purchases—Later helps teams understand what will work before they launch.
NewMachine Learning Lead Engineer Cox AutomotiveMachine Learning Lead EngineerAvondale Estates, GA$134,900–$224,900Structures, trains, and deploys models to learn from complex data across multiple modalities (e.g., structured, unstructured, image, video, audio) to uncover patterns and develop practical solutions. Possesses deep knowledge in at least one sub-area of machine learning, such as deep learning, generative AI, computer vision, optimization, predictive models, or causal machine learning.
NewCommercial Construction Project Engineer HITT ContractingCommercial Construction Project EngineerAtlanta, GAMaster required job-specific and technical skills in order to promote to an assistant superintendent or assistant project manager following the 12-month training program including, but not limited to, the ability to: Set up and maintain jobsite office and all jobsite records, including project directory, construction documents, subcontractor directory, daily reports, submittal logs, RFI logs, subcontractor correspondence, etc. Ability to learn sector- and project-specific software systems, including but not limited to: Microsoft Office 365 (Project, Excel, Word, Outlook, PowerPoint, etc.), ProCore, Adobe Suite, BlueBeam, and JD Edwards software suite.
NewMedical Physicist-Radiation Oncology FT Days - Wellstar Health Systems, Inc.Medical Physicist-Radiation Oncology FT Days -Austell, GAPerforms spot checks and reviews all technical and scientific data generated from simulation through treatment in order to ensure accuracy and precision of patient’s treatment plan. Check one to indicate exposure to blood, body fluid, or tissues: Category 1: This job poses the potential of occupational exposure in routine tasks performed.
NewSupplier Process Engineer - Contract TalentBurst, Inc.Supplier Process Engineer - ContractPeachtree Corners, GA$2–$62.99 / hourThe Supplier Engineer partners closely with Manufacturing, Quality, Planning, Operations, Design Engineering, Commodity / Supply Chain Engineering, and Procurement to drive supplier performance, qualify manufacturing processes, support New Product Introduction (NPI), and execute continuous improvement initiatives across the supply base. This role is highly execution-focused and serves as the primary technical interface between the plant and suppliers to resolve line-impacting issues, improve supplier manufacturing processes, and maintain stable production operations across multiple product families.
NewData Center Engineer (Barstow, TX/ Sandusky, OH/ Dalton, GA/ Lithia Springs, GA/ Belleville, IL) Pinnacle Technical ResourcesData Center Engineer (Barstow, TX/ Sandusky, OH/ Dalton, GA/ Lithia Springs, GA/ Belleville, IL)Dalton,, Georgia$37–$41 / hourContractorThe specific compensation for this position will be determined by several factors, including the scope, complexity, and location of the role, as well as the cost of labor in the market; the skills, education, training, credentials, and experience of the candidate; and other conditions of employment. Successfully placed or hired candidates would only be asked for banking details after accepting an offer from us during our official onboarding processes as part of payroll setup.
NewAnalytics Engineer Cox AutomotiveAnalytics EngineerLake City, GA$101,500–$169,100We are seeking an Analytics Engineer that partners with cross-functional teams within the organization to build, maintain, and optimize the data assets, BI infrastructure, and data engineering workflows critical for monitoring the health of Cox Automotive Consumer & Marketing Solutions products and businesses. Previous experience working with AI/GenAI applications in task augmentation or workflow improvement a plus, including AI-assisted development tools (e.g., Claude Code, GitHub Copilot) for accelerating data engineering and analytics work.
Design Engineer Keller North America, Inc.Design EngineerSmyrna, GA$87,000–$130,000 / yearKeller’s design engineers, in collaboration with other team members, develop innovative, practical, and cost-effective solutions to challenging construction projects for our customers daily. Conducts engineering analyses and designs for design-build services in ground improvement geotechnical and geostructural contracting.
Design Engineer 1BritcomDesign EngineerSmyrna, GA$87,000–$130,000 / yearKeller’s design engineers, in collaboration with other team members, develop innovative, practical, and cost-effective solutions to challenging construction projects for our customers daily. Conducts engineering analyses and designs for design-build services in ground improvement geotechnical and geostructural contracting.
Substation Design Engineer System OneSubstation Design EngineerPeachtree Corners, GAThis role is ideal for mid- to senior-level engineers with strong technical expertise in power delivery who are looking to take on greater responsibility in design execution, coordination, and client support. System One LLC is seeking an experienced Substation Electrical Engineer to support the design and delivery of high-voltage and extra-high-voltage substations and transmission systems .
Consulting Systems Engineer Primetals TechnologiesConsulting Systems EngineerAlpharetta, GAOur Consulting Systems Engineers perform engineering, specification, design, testing and commissioning of Programmable Logic Controllers (PLCs), Distributed Control Systems (DCSs) and Human Machine Interface (HMI) based automation control systems that integrate hardware and software for large industrial project applications, specifically in the metals industry. Consulting Systems Engineers also provide technical solutions, process know-how, customer training, and service support on large industrial processes, including electrical, mechanical, and metallurgical processes, for rolling and processing of metals for industrial customers, domestic and international.
NewControls & Automation Engineer Davron LLCControls & Automation EngineerBraselton, GACONTROLS & AUTOMATION ENGINEER | CONTROLS ENGINEER | ELECTRICAL ENGINEER | AUTOMATION ENGINEER | FANUC CNC | FANUC PMC | PLC | HMI | ROBOTIC CELL INTEGRATION | ELECTRICAL SCHEMATICS | MACHINE COMMISSIONING | TRAVEL 30% . Innovative advanced shot peening and surface-treatment projects are taking shape across aerospace, power generation, defense, and industrial markets, and you’ll be part of the team bringing automated systems to life in Braselton, Georgia.
Sr. Platform Engineer - ServiceNow CargillSr. Platform Engineer - ServiceNowAtlanta, GAWith minimal supervision, this job collaborates with cross functional teams to define, design and implement new features to meet user needs and business goals, and upgrade existing platforms to improve performance and functionality through writing clean, efficient and scalable code and troubleshooting and debugging complex issues. TESTING & DEBUGGING: Writes and maintains complex unit tests and integration tests, and performs debugging to maintain the quality and performance of the software, applying test driven development as needed.
NewManager, AI Engineer KPMGManager, AI EngineerAtlanta, GA$134,710–$268,985 / yearManage AI projects including architecture design, model development, integration, and testing, and ensure projects follow best practices in MLOps, security, compliance, and scalability to support enterprise-grade adoption; partner directly with clients to translate business objectives into technical solutions, aligning with enterprise strategy and measurable outcomes. Track record of delivering AI/ML solutions at enterprise scale, including integrations with core business systems with demonstrated ability to lead technical teams, manage deliverables, and build trusted client relationships; hands-on expertise with at least two major cloud AI platforms (Azure AI/ML, AWS Bedrock/SageMaker, or Google Cloud Vertex AI).
NewSenior Platform Engineer - API CargillSenior Platform Engineer - APIFayetteville, GA$105,000–$160,000With minimal supervision, this job collaborates with cross functional teams to define, design and implement new features to meet user needs and business goals, and upgrade existing platforms to improve performance and functionality through writing clean, efficient and scalable code and troubleshooting and debugging complex issues. TESTING & DEBUGGING: Writes and maintains complex unit tests and integration tests, and performs debugging to maintain the quality and performance of the software, applying test driven development as needed.
NewSr Solutions Architect (Workday HCM, Time Tracking and Absence) - Contract TalentBurst, Inc.Sr Solutions Architect (Workday HCM, Time Tracking and Absence) - ContractPeachtree, GAAct as a trusted advisor to HR, Payroll, IT and business leaders, lead the end-to-end solution architecture for Workday HCM, Time Tracking, and Absence modules. • Assess current systems and utilization; identify and recommend improvements such as training, customization, and enhancements to maximize value and efficiency of the people reporting.
NewSenior Software Engineer II - AI Tooling and Interfaces DoubleVerifySenior Software Engineer II - AI Tooling and InterfacesAtlanta, GA$107,000–$193,000 / yearSoftware Engineer II in AI Tooling and Interfaces, youll design and build systems purpose-built for AI agents, automations, and decisioning engines that drive real outcomes for our clients and internal teams. If you enjoy turning high-volume data into clean, powerful systems—and you want your work to drive real business outcomes rather than just dashboards—this role puts you right at the center of the action.
NewIT Applications Engineer V, PingDirectory Kaiser PermanenteIT Applications Engineer V, PingDirectoryAtlanta, GA$158,400Job Summary: This senior level employee is primarily responsible for translating business requirements and functional specifications into software solutions, for contributing to and leveraging the technical direction for the development of integrated business and/or enterprise application solutions, and for serving as a technical expert for project teams while providing consultation to help ensure new and existing software solutions are developed. Supports component integration testing (CIT) and user acceptance testing (UAT) for application initiatives by providing triage, attending test team meetings, keeping the QC up-to-date, performing fixes and unit testing, providing insight to testing teams in order to ensure the appropriate depth of test coverage, and supporting the development of proper documentation.
NewSr Solutions Architect (Workday HCM, Time Tracking and Absence) System OneSr Solutions Architect (Workday HCM, Time Tracking and Absence)Norcross, GA$105 / hourAct as a trusted advisor to HR, Payroll, IT and business leaders, lead the end-to-end solution architecture for Workday HCM, Time Tracking, and Absence modules. System One, and its subsidiaries including Joulé and Mountain Ltd., are leaders in delivering outsourced services and workforce solutions across North America.
Senior QA Engineer IDR IncSenior QA EngineerAtlanta GA, GALead quality assurance efforts across various applications and teams, focusing on both manual and automated testing strategies. Excellent communication skills and a proven ability to collaborate across multiple cross-functional teams.
Senior QA Engineer Intercontinental Exchange Holdings, Inc.Senior QA EngineerAtlanta, GeorgiaFull timeAs the last line of defense before production releases, you will ensure our Trading Platforms and related products function according to requirements by using AI to intelligently generate tests, analyze defects, and optimize test execution. Write and execute Playwright-based functional tests that cover critical user scenarios and Order & Trading workflows.
Senior QA Engineer Intercontinental Exchange IncSenior QA EngineerAtlanta, GAUltimately, as the last line of defense before releases are committed to Production, you will ensure that our products, applications and systems function according to requirements. We are looking for a Senior Quality Assurance Engineer to inspect and assess software quality through functional testing.
Embedded Systems QA Engineer Copeland Controls SrlEmbedded Systems QA EngineerKennesaw, GABest-in-class engineering, design and manufacturing combined with category-leading brands in compression, controls, software and monitoring solutions result in next-generation climate technology that is built for the needs of the world ahead. You'll be responsible for testing controller applications, supporting field issues, and contributing to documentation that ensures products are deployed correctly in real-world environments.
Senior Quality Assurance Engineer Intercontinental Exchange Holdings, Inc.Senior Quality Assurance EngineerAtlanta, GeorgiaFull timeThe Senior QA Engineer plays a critical role in ensuring the quality, reliability and performance of software products by applying advanced QA methodologies and sound judgment to solve complex testing challenges. Review and Analyze Requirements: Collaborate with Business Analysts, Developers and End-Users to understand business needs and technical impacts, ensuring test coverage aligns with requirements and change scope.