JobotNewREMOTE Employment-Based Corporate Immigration Attorney — $100k to $160k + Bonus — Established Immigration Firm JobotREMOTE Employment-Based Corporate Immigration Attorney — $100k to $160k + Bonus — Established Immigration FirmMinneapolis, MNRemote$100,000–$160,000 / 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'll manage an active caseload of employment-based immigration matters across a diverse employer client base — serving as primary point of contact for employer clients and HR stakeholders across six continents.
JobotNewPreconstruction Manager (Remote Work) JobotPreconstruction Manager (Remote Work)Minneapolis, MNRemote$115,000–$175,000 / 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. As a Preconstruction Manager, you will play a crucial role in planning and coordinating all preconstruction activities, providing vital input during the design, planning, and estimating phases of our construction projects.
JobotNewStructural Engineer (PE) Fully Remote! JobotStructural Engineer (PE) Fully Remote!Minneapolis, MNRemote$100,000–$170,000 / 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.
JobotNewCorporate Associate Attorney - REMOTE JobotCorporate Associate Attorney - REMOTEMinneapolis, MNRemote$150,000–$190,000 / yearPlease attach 1-2 writing samples from the following list of transactional documents: Board and Shareholder Resolutions for fundraising or remediation efforts; convertible notes; Operating Agreements; amended and restated articles; Employee Incentive or Synthetic Incentive Plans and Grants. The ideal candidate will have experience in corporate transactional work i.e., finance transactions, mergers, corporate governance, etc., and be able to jump in and spot corporate governance issues, draft remediations documents, and counsel clients through growth and fund raising activities with only necessary oversight.
JobotNewSenior Estimator - Federal Projects (Fully Remote) JobotSenior Estimator - Federal Projects (Fully Remote)Saint Paul, MNRemote$95,000–$155,000 / 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. As an Estimator specializing in federal projects you will play a critical role in ensuring our clients' needs are met and our projects are completed on time and within budget.
JobotNewTax Manager (REMOTE) JobotTax Manager (REMOTE)Minneapolis, MNRemote$140,000–$170,000 / 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 ideal candidate will have a strong background in public accounting, with a focus on complex tax returns for S Corp and Partnerships and their HNW owners.
JobotNewTax Senior (100% Remote) JobotTax Senior (100% Remote)Saint Paul, MNRemote$110,000–$140,000 / 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. We believe that putting your employees first is not only the right thing to do, but it also gives us the competitive edge to ensure our clients have an excellent experience!
Roe Law Group PLLCNewExecutive Legal Assistant Roe Law Group PLLCExecutive Legal AssistantMinneapolis, MNRemote$85,000–$100,000 / yearTop Perks & Benefits: • 100% Employer Paid Dental and Long Term Disability Insurance • 90% Employer Paid Individual Medical Insurance • Company Contributed IRA • Long Term Disability • Tuition Reimbursement Plan • Vacation and Sick Time • Hybrid with possibility to be fully remote; must live within a 45-minute commute to downtown Minneapolis Compensation: $85,000 - $100,000 yearly. Qualifications: • Five years of executive assistant and/or legal assistant experience supporting senior-level legal executives; or an equivalent combination of education and experience.
JobotTax Manager (100% REMOTE) JobotTax Manager (100% REMOTE)Minneapolis, MNRemote$140,000–$170,000Full timeInformation 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. Over the years our reputation for providing our people with the very best has caught the eye of some reputable companies and individuals who have chosen to use us as their top tier partner!
JobotRemote Senior Tax Manager JobotRemote Senior Tax ManagerMinneapolis, MNRemote$125,000–$180,000Full timeInformation 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. Manage and review complex individual, corporate, partnership, trust, and estate tax returns (Forms 1040, 1120, 1120S, 1065, 1041, 709).
eXp World Holdings IncManaging Broker - MN - (REMOTE) eXp World Holdings IncManaging Broker - MN - (REMOTE)MNRemoteHow you will grab our attention Agile Flexible attitude Strong attention to detail required Excellent customer service abilities Written and verbal communication must be superb Excellent critical thinking and problem-solving skills Team player - able to complete individual tasks as well as work on a team to accomplish a goal Experience in the real estate industry strongly preferred Excellent communication skills, both written and verbal Experience in coordinating events and group activities Conflict resolution and active listening ability to assess a customers need or concerns and deliver solutions using critical and creative thinking Proficient knowledge of G Suite required Microsoft Office experience is a bonus Remote Work experience required Dedicated home office/work space Advanced Trello experience preferred Aptitude for using online platforms and softwares to work remotely If you think youd make a great match for this position but dont meet all the requirements, we would still encourage you to apply. In supporting our agents in the delivery of exceptional real estate brokerage service to their clients, this position will be assisting in all operational elements necessary to comply with: The individual state license law REALTOR association membership MLS participation Transaction review process compliance Training The eXp Risk Management program This person will have an exceptional track record as a supervising real estate broker of a small to medium firm, an understanding of real estate brokerage at a state level, a collaborative approach, and a boundless work ethic.
TogetherworkSenior Corporate Counsel (Remote - Minneapolis, MN) TogetherworkSenior Corporate Counsel (Remote - Minneapolis, MN)Minneapolis, MNRemoteOur mission-critical tools help associations, camps, unions, fraternities and sororities, gyms, dance studios, religious congregations, pet services organizations, and other community-based businesses manage and grow their operations. The Senior Corporate Counsel will focus primarily on commercial contracting, including SaaS agreements, renewals, and vendor engagements, while also providing support on broader corporate matters as needed.
Popcorn PotentialNewTalent & People Engagement Partner (Remote) Popcorn PotentialTalent & People Engagement Partner (Remote)Minneapolis, MinnesotaRemoteThis opportunity is designed for professionals who have built experience in talent management, employee engagement, recruitment, learning and development, or organisational support and are looking to apply those skills in a broader professional setting. Popcorn Potential is expanding its professional network and is seeking experienced individuals interested in applying these capabilities within a flexible remote environment focused on leadership, professional engagement, and career-focused initiatives.
Capital OneNewDigital Marketing Manager (Paid) - Capital One Software (Remote) Capital OneDigital Marketing Manager (Paid) - Capital One Software (Remote)Saint Paul, MNRemote$138,100–$157,700 / yearCompensation and BenefitsRemote (Regardless of Location): $138,100 - $157,700 for Manager, MarketingMcLean, VA: $151,900 - $173,400 for Manager, MarketingRichmond, VA: $138,100 - $157,700 for Manager, MarketingThis role is also eligible to earn performance based incentive compensation, which may include cash bonus(es) and/or long‑term incentives (LTI). At least 2 years of experience utilizing Google Ads, LinkedIn Campaign Manager, Google Analytics (GA4), or Salesforce (CRM).At least 2 years of experience managing data sets and translating "vanity metrics" (CPC, CTR) into business outcomes (MQL, SQL, Pipeline).Preferred Qualifications5+ years of experience navigating complex legal and compliance review cycles in financial services or a similarly regulated tech environment.
Pride GlobalRemote Accommodations Specialist Pride GlobalRemote Accommodations SpecialistMinneapolis, MNRemoteOnly applicable for San Francisco Candidates: Under the San Francisco Lactation in the Workplace Ordinance, we will provide written notice of lactation accommodation rights, and this notice will automatically be given upon hiring, any inquiry of parental leave or lactation accommodation. The Accommodations Specialist is responsible for managing and processing Single Case Agreements (SCAs) for behavioral health services, primarily supporting the Exchange line of business.
Pride GlobalRemote Urgent Care Nurse Practitioner Pride GlobalRemote Urgent Care Nurse PractitionerMinneapolis, MNRemote$65–$70 / hourAvailable on provided telephonic platform, both taking and placing calls to coordinate and manage care for members between care givers, facilities, hospitals, primary care providers and the Optum field colleagues. The Urgent Care advanced practice clinician (APC) is responsible for providing telephonic/telehealth care and direction to patients, caregivers and facility staff providing 24/7 coverage including holidays.
TransPerfect IncRemote Bilingual Interpreter TransPerfect IncRemote Bilingual InterpreterMNRemoteKey Responsibilities: • Provide consecutive interpretation services between English and Russian/Portuguese/Vietnamese across various industries (medical, legal, customer service, etc.) • Ensure complete accuracy, clarity, and neutrality in interpretation-preserving tone, intent, and emotion • Maintain confidentiality and impartiality at all times • Manage call flow professionally, including respectfully intervening when clarification is needed • Demonstrate emotional intelligence, especially in high-pressure or emotionally charged interactions • Apply short term memory retention, active listening, and note taking techniques to manage longer exchanges • Remain strictly within the interpreter's role without offering personal opinions or advice • Participate in ongoing training, coaching, and feedback sessions to maintain and enhance performance • Utilize basic computer tools (MS Office, internal platforms) to effectively manage calls and log activity. Required Qualifications: • High school diploma or equivalent (required); college education preferred • Fluency in English and Russian/Portuguese/Vietnamese, with B2+ proficiency or higher • Ability to pass a language and interpreting skills assessment • Minimum of 6 months of call center, customer service, or interpreting experience • Strong verbal communication, bilingual accuracy, and ethical decision making • Proven ability to think clearly and act professionally in fast moving, emotionally complex situations • Strong sense of professional responsibility, integrity, and time management • Comfortable with assertive communication and session control • Basic computer skills, including typing and MS Office navigation • Quiet, distraction-free workspace conducive to active listening and sustained concentration • Stable home internet connection (cable, DSL, or fiber; cellular data and hotspots not permitted).
TransPerfect IncRemote Bilingual Interpreter (English <> Cantonese) TransPerfect IncRemote Bilingual Interpreter (English <> Cantonese)MNRemoteProvide consecutive interpretation services between English and Cantonese across various industries (medical, legal, customer service, etc.) • Ensure complete accuracy, clarity, and neutrality in interpretation-preserving tone, intent, and emotion • Maintain confidentiality and impartiality at all times • Manage call flow professionally, including respectfully intervening when clarification is needed • Demonstrate emotional intelligence, especially in high-pressure or emotionally charged interactions • Apply short term memory retention, active listening, and note taking techniques to manage longer exchanges • Remain strictly within the interpreter's role without offering personal opinions or advice • Participate in ongoing training, coaching, and feedback sessions to maintain and enhance performance • Utilize basic computer tools (MS Office, internal platforms) to effectively manage calls and log activity. High school diploma or equivalent (required); college education preferred Fluency in English and Cantonese, with B2+ proficiency or higher Ability to pass a language and interpreting skills assessment Minimum of 6 months of call center, customer service, or interpreting experience Strong verbal communication, bilingual accuracy, and ethical decision making Proven ability to think clearly and act professionally in fast moving, emotionally complex situations Strong sense of professional responsibility, integrity, and time management Comfortable with assertive communication and session control Basic computer skills, including typing and MS Office navigation Quiet, distraction-free workspace conducive to active listening and sustained concentration Stable home internet connection (cable, DSL, or fiber; cellular data and hotspots not permitted).
TransPerfect IncRemote Bilingual Interpreter (English <> Korean) TransPerfect IncRemote Bilingual Interpreter (English <> Korean)MNRemoteProvide consecutive interpretation services between English and Korean across various industries (medical, legal, customer service, etc.) • Ensure complete accuracy, clarity, and neutrality in interpretation-preserving tone, intent, and emotion • Maintain confidentiality and impartiality at all times • Manage call flow professionally, including respectfully intervening when clarification is needed • Demonstrate emotional intelligence, especially in high-pressure or emotionally charged interactions • Apply short term memory retention, active listening, and note taking techniques to manage longer exchanges • Remain strictly within the interpreter's role without offering personal opinions or advice • Participate in ongoing training, coaching, and feedback sessions to maintain and enhance performance • Utilize basic computer tools (MS Office, internal platforms) to effectively manage calls and log activity. High school diploma or equivalent (required); college education preferred Fluency in English and Korean, with B2+ proficiency or higher Ability to pass a language and interpreting skills assessment Minimum of 6 months of call center, customer service, or interpreting experience Strong verbal communication, bilingual accuracy, and ethical decision making Proven ability to think clearly and act professionally in fast moving, emotionally complex situations Strong sense of professional responsibility, integrity, and time management Comfortable with assertive communication and session control Basic computer skills, including typing and MS Office navigation Quiet, distraction-free workspace conducive to active listening and sustained concentration Stable home internet connection (cable, DSL, or fiber; cellular data and hotspots not permitted).
TransPerfect IncRemote Bilingual Interpreter (English <> Mandarin) TransPerfect IncRemote Bilingual Interpreter (English <> Mandarin)MNRemoteStay focused and attentive during high-volume, back-to-back call periods Handle pressure and emotionally complex conversations with calm and professionalism Welcome regular feedback and coaching as opportunities to grow and improve Thrive in clearly structured, schedule-driven work environments rather than informal or loosely managed remote roles Can follow strict interpretation protocols, maintain neutrality, and preserve confidentiality Are eager to use their bilingual fluency to support essential services in real time Bring strong emotional intelligence, integrity, and a deep sense of responsibility to their work. Quiet, comfortable, and distraction-free work environment Desktop or laptop computer (Windows or Mac) with at least 16GB RAM Broadband internet connection (minimum 30 Mbps download / 10 Mbps upload) - no cellular data or hotspot connections Computer no older than 5 years with a functioning webcam Windows 10 or newer / macOS Big Sur (OS 11) or newer.
TransPerfect IncRemote Bilingual Interpreter (English <> Spanish) TransPerfect IncRemote Bilingual Interpreter (English <> Spanish)MNRemoteProvide consecutive interpretation services between English and Spanish across various industries (medical, legal, customer service, etc.) • Ensure complete accuracy, clarity, and neutrality in interpretation-preserving tone, intent, and emotion • Maintain confidentiality and impartiality at all times • Manage call flow professionally, including respectfully intervening when clarification is needed • Demonstrate emotional intelligence, especially in high-pressure or emotionally charged interactions • Apply short term memory retention, active listening, and note taking techniques to manage longer exchanges • Remain strictly within the interpreter's role without offering personal opinions or advice • Participate in ongoing training, coaching, and feedback sessions to maintain and enhance performance • Utilize basic computer tools (MS Office, internal platforms) to effectively manage calls and log activity. High school diploma or equivalent (required); college education preferred Fluency in English and Spanish, with B2+ proficiency or higher Ability to pass a language and interpreting skills assessment Minimum of 6 months of call center, customer service, or interpreting experience Strong verbal communication, bilingual accuracy, and ethical decision making Proven ability to think clearly and act professionally in fast moving, emotionally complex situations Strong sense of professional responsibility, integrity, and time management Comfortable with assertive communication and session control Basic computer skills, including typing and MS Office navigation Quiet, distraction-free workspace conducive to active listening and sustained concentration Stable home internet connection (cable, DSL, or fiber; cellular data and hotspots not permitted).
JobotNewSenior Tax Manager - Flow Throughs (REMOTE) JobotSenior Tax Manager - Flow Throughs (REMOTE)Minneapolis, MNRemote$140,000–$200,000 / yearJobot will consider qualified candidates with criminal histories in a manner consistent with any applicable federal, state, or local law regarding criminal backgrounds.#J-18808-Ljbffr. Senior Tax Manager - Flow Throughs (REMOTE) Be among the first 25 applicantsJobot provided pay range This range is provided by Jobot.
SercoCloud/Software Architect - 100% Remote Opportunity SercoCloud/Software Architect - 100% Remote OpportunitySaint Paul, MNRemoteSerco manages all aspects of the Software Delivery Life Cycle (SDLC) for the NexGen IT program including requirements definition, development, testing, upgrades, enhancements, and troubleshooting and supports all infrastructure for the installations. Actual base salary will be determined by a variety of factors, including but not limited to, the scope of the role, relevant experience, job-related knowledge, education and training, key skills, and geographic market considerations.
Allina HealthAdult Psychiatrist – No Call | Hybrid Onsite/Remote PHP & Outpatient | Chaska, MN (Twin Cities Metro) | $340,025+ Allina HealthAdult Psychiatrist – No Call | Hybrid Onsite/Remote PHP & Outpatient | Chaska, MN (Twin Cities Metro) | $340,025+Chaska, MNRemote$340,025–$351,000 / yearThis position offers a blend of practice variety and lifestyle: 0.3 FTE following approximately 8 adult patients in PHP and 0.7 FTE in the outpatient clinic, allowing you to balance structured, team-based care with longitudinal ambulatory psychiatry. Within mental health and addiction care, Allina offers a broad range of services designed to support patients across levels of need, from outpatient care to specialty and intermediate programming such as PHP.
Allina HealthHBC Psychiatrist – Hybrid/Remote Flexibility | Minimal Hospital Call | Unity Campus – Fridley, MN Allina HealthHBC Psychiatrist – Hybrid/Remote Flexibility | Minimal Hospital Call | Unity Campus – Fridley, MNFridley, MNRemote$340,025–$351,000 / yearLocated in Fridley, this opportunity offers the convenience of practicing in a well-established north metro community just 10 minutes north of downtown Minneapolis and 20 minutes northwest of Saint Paul, with access to parks, trails, and a strong suburban quality of life. Allina Healths mental health and addiction services include outpatient care, specialty programming, intermediate levels of care, and hospital-based services designed to meet patients across a wide range of needs.
MaximusVP - Associate General Counsel, Litigation (Remote) MaximusVP - Associate General Counsel, Litigation (Remote)Minneapolis, MNRemoteFull timeMaximus compensation is based on various factors including but not limited to job location, a candidate's education, training, experience, expected quality and quantity of work, required travel (if any), external market and internal value analysis including seniority and merit systems, as well as internal pay alignment. -Substantial expertise in litigation management, including exposure to matters such as the False Claims Act, bid protests, shareholder or derivative actions, and complex commercial disputes.
First American Financial CorpIA/NE Commercial Title Examiner (Remote) First American Financial CorpIA/NE Commercial Title Examiner (Remote)Saint Paul, MNRemote$26.21–$34.95 / hourFirst American reasonably believes that a criminal history may have a direct, adverse and negative relationship with the following material job duties for this position potentially resulting in the withdrawal of the conditional offer of employment: handling of confidential, proprietary or trade secret information belonging to First American or its customers, administrating or facilitating financial transactions, and the ability to meet customer-imposed criminal history requirements. Pay is based on a number of factors which may include job-related knowledge, skills, experience, business requirements and geographic location#NPSTitleExaminers Note that the following statements only apply to candidates who will be working from an unincorporated area within Los Angeles County.
First American Financial CorpCommercial Title Examiner - Ohio (Remote) First American Financial CorpCommercial Title Examiner - Ohio (Remote)Saint Paul, MNRemote$26.21–$34.77 / hourFirst Americans National Production Services division provides global title and escrow production support across all channels within First American Title, including the Mortgage Services, Commercial, Direct, and Agency divisions. As a Commercial Title Examiner at First American, you'll play a vital role in ensuring that large-scale real estate transactions, from office buildings to multi-property portfolios, close smoothly and securely.
First American Financial CorpMinnesota Certified Residential Appraiser (Remote) First American Financial CorpMinnesota Certified Residential Appraiser (Remote)Minnesota, MNRemoteConducts an unbiased and impartial valuation of residential real estate by analyzing market and property specific data, and completes appraisal reports in accordance with USPAP, government, company, regulatory board, and client specific guidelines. Considers all factors that could influence property value including, but not limited to legal characteristics, highest and best use, market conditions, locational factors, site, view, design, quality, age, condition, size, physical attributes, etc.
DynatraceNewEnterprise Expansion Account Executive (Remote, Minnesota) DynatraceEnterprise Expansion Account Executive (Remote, Minnesota)Saint Paul, MNRemote$128,000–$160,000 / yearThe Dynatrace platform uses cutting-edge technologies, including our own Davis hypermodal AI, to help our customers modernize and automate cloud operations, deliver software faster and more securely, and enable flawless digital experiences. Consult with Vice President and C-level executives to develop and implement an effective enterprise-wide strategy that maximizes the value delivered by Dynatrace; position Dynatrace relative to the competition.
SharecareNewQuality Control Specialist - Remote SharecareQuality Control Specialist - RemoteSaint Paul, MNRemoteTo learn more, visit www.sharecare.com .Job SummaryThe Quality Control Specialist is responsible for reviewing electronic medical records and conducting quality control on each record to ensure we are within HIPAA (Health Insurance Portability and Accountability) guidelines. Our comprehensive and data-driven virtual health platform is designed to help people, providers, employers, health plans, government organizations, and communities optimize individual and population-wide well-being by driving positive behavior change.
Minnesota Cannabis ServicesPart-Time Remote Pharmacist (Minnesota Medical Cannabis Program) Minnesota Cannabis ServicesPart-Time Remote Pharmacist (Minnesota Medical Cannabis Program)Minneapolis, MNRemoteAs a Remote Pharmacist supporting Minnesota medical cannabis dispensaries, you will play an essential role in ensuring compliant patient care, medication counseling, accurate documentation, and regulatory oversight in alignment with Minnesota Office of Medical Cannabis (OMC) requirements. Our team partners with leading operators across cultivation, manufacturing, distribution, and retail to deliver world-class expertise in legal, finance, analytics, marketing, HR, and technology.
Toppan Merrill LLCOracle Fusion Financial Business Systems Analyst - REMOTE Toppan Merrill LLCOracle Fusion Financial Business Systems Analyst - REMOTEMNRemote$119,000–$142,000 / yearThis role supports our existing Oracle E-Business Suite (R12) Financials environment while playing a key role in an Oracle Fusion Cloud ERP and Cloud EPM transformation currently in early design stages. Toppan Merrill strives to provide our employees and loved ones with competitive benefits including: Enhanced Medical, Dental, Vision and Life insurance for employees and dependents.
Toppan Merrill LLCNewImplementation Specialist - Remote Toppan Merrill LLCImplementation Specialist - RemoteSt. Paul, MNRemote$55,000–$70,000 / yearCollaborate with Development teams to perform quality control tasks, including setting up test cases, unit testing, and batch job processing related to customer implementation or specific software releases. Toppan Merrill strives to provide our employees and loved ones with competitive benefits including: Enhanced Medical, Dental, Vision and Life insurance for employees and dependents.
SecurianNewResponsible AI Senior Consultant (Remote) SecurianResponsible AI Senior Consultant (Remote)Saint Paul, MNRemote$91,700–$169,600 / yearYou will serve as a primary continuity point between the AI CoE and key compliance partners (Risk, InfoSec, Procurement, Privacy, Legal, DE&I, and Sustainability) to ensure responsible AI expectations are clearly documented, embedded into delivery patterns, and reinforced through repeatable controls and measurable outcomes. Strong AI literacy, including an understanding of AI/ML development and deployment lifecycles (traditional ML and GenAI), common failure modes (bias, drift, robustness, privacy/security risks), and practical controls (data governance, testing/validation, monitoring, and third-party considerations) .