WHAT DOES AN AD OPERATIONS MANAGER DO?
Updated: May 19, 2026. The Ad Operations Manager manages campaign trafficking, optimization, reporting, tracking implementation, and programmatic advertising across digital platforms. This role delivers expertise in ad serving, quality assurance, campaign analytics, and performance optimization using major advertising and analytics platforms. The professional also drives cross-functional collaboration, process improvement, and data-driven strategies to maximize campaign performance and operational efficiency.


Key Responsibilities of an Ad Operations Manager
1. Ad Operations Manager Duties
- Quality Assurance: Manage quality assurance processes for digital media campaigns and media plans across multiple client accounts.
- Media Strategy: Support digital media strategy development and campaign execution with internal media teams and external vendors.
- Campaign Reporting: Implement reporting frameworks and optimization strategies for digital campaigns across diverse client portfolios.
- Campaign Optimization: Analyze campaign performance, optimize delivery strategies, and recommend vendor solutions to improve overall campaign effectiveness.
- Campaign Management: Execute and manage digital campaigns using Campaign Manager 360 for trafficking, monitoring, and campaign reporting.
- Ad Implementation: Facilitate new ad unit launches and support creative execution implementation across digital advertising campaigns.
- Performance Reporting: Create digital performance reports using Campaign Manager 360, Google Data Studio, and vendor performance data.
- Trend Analysis: Monitor weekly campaign performance trends and identify improvement opportunities to enhance campaign effectiveness.
- Ad Trafficking: Ensure accurate ad trafficking, contract fulfillment, and quality control across multiple digital campaigns.
- Error Prevention: Maintain low error rates, improve trafficking efficiency, and proactively resolve campaign delivery roadblocks.
- Vendor Coordination: Collaborate with digital media vendors, media planners, coordinators, and client account teams on campaign execution.
- Team Support: Assist with day-to-day campaign management activities and support operational tasks for ad operations team members.
2. Ad Operations Manager Details
- Team Leadership: Lead campaign delivery operations across digital advertising networks and multiple media platforms.
- Team Mentoring: Manage campaign management teams by providing training, mentorship, and operational guidance.
- Campaign Management: Ensure efficient delivery of sponsorship, direct sales, and programmatic advertising campaigns.
- Campaign Delivery: Oversee campaign execution across web, mobile application, and video advertising properties.
- Programmatic Expertise: Manage programmatic deal creation, campaign monitoring, optimization, and reporting within SSP platforms.
- Inventory Management: Administer inventory management processes, ad unit creation, ad blocking rules, and user permissions within Google Ad Manager.
- Revenue Collaboration: Participate in revenue team meetings and provide operational updates related to advertising campaign performance.
- Sales Communication: Communicate campaign status updates and performance insights clearly with ad sales teams.
- Client Communication: Coordinate directly with agencies, programmatic vendors, ad networks, and advertising clients regarding campaign delivery.
- Project Support: Contribute to Adtech and Ad Product initiatives supporting broader advertising solutions projects.
- Agency Support: Support agency teams during operational reviews and participate in technical and business-related discussions.
- Issue Resolution: Identify technical issues, escalate operational risks, and develop specifications for emerging market requirements.
3. Ad Operations Manager Responsibilities
- Client Operations: Lead publisher account optimization initiatives using ad quality and data compliance service solutions.
- Programmatic Strategy: Support publisher programmatic advertising strategies while aligning service delivery objectives with operational requirements.
- Issue Resolution: Identify and resolve creative quality, site tagging, and campaign tracking issues throughout campaign delivery processes.
- Media Filter Management: Support implementation and performance alignment of creative-blocking solutions for publisher and Adtech clients.
- Script Implementation: Assist with ad creative-blocking script configuration and implementation initiatives for client partner accounts.
- Product Collaboration: Collaborate with product teams to develop solutions aligned with client operational and technical requirements.
- Process Improvement: Identify workflow inefficiencies and improve communication processes across reporting, sales, and operations functions.
- Cross-Functional Support: Act as an operations liaison between marketing, sales, customer success, product management, and engineering teams.
- Account Optimization: Utilize GAM and GTM expertise to optimize account performance and generate actionable campaign insights.
- Client Support: Assist clients with identifying and resolving operational issues within programmatic advertising technology stacks.
- Data Analysis: Simplify complex performance data into actionable insights for internal stakeholders and external client presentations.
- Industry Research: Monitor industry trends and recommend emerging advertising products, technologies, and operational systems.
4. Ad Operations Manager Accountabilities
- Data Collection: Gather first-party and third-party data to develop audience insights and consumer trend reports for media planning.
- Data Consolidation: Consolidate multiple media data sources to create holistic campaign performance reporting frameworks.
- Data Analysis: Analyze campaign data and provide actionable insights with media optimization recommendations for implementation.
- Campaign Management: Manage implementation, execution, and optimization of digital advertising campaigns across multiple media platforms.
- Strategic Collaboration: Collaborate with agency and client teams to develop strategic proposals aligned with campaign objectives.
- Process Development: Establish scalable campaign management processes and KPI-driven operational methods across multiple client accounts.
- Execution Management: Oversee technical deployment and execution of direct and programmatic video and display advertising campaigns.
- Cross Device Delivery: Implement campaigns across desktop, mobile, IPTV, and additional cross-device advertising environments.
- Performance Reporting: Provide detailed monitoring and reporting of digital media activity and campaign performance metrics.
- KPI Monitoring: Monitor VTR, CTR, and campaign KPIs daily while preparing executive-level reporting summaries.
- Team Coordination: Work closely with media operations teams to support campaign optimization and delivery success.
5. Ad Operations Manager Functions
- Team Management: Manage internal and external resources to ensure advertising campaigns meet contractual delivery requirements.
- Operational Oversight: Provide direct and indirect oversight of full-time employees and contracted operational resources.
- Policy Development: Develop and enforce operational policies and procedures supporting digital advertising service efficiency.
- Contract Management: Ensure insertion order terms are accepted, enforced, and delivered according to contractual agreements.
- Operational Continuity: Maintain operational continuity across evolving digital advertising technology infrastructures and campaign environments.
- Revenue Optimization: Support revenue growth through direct sales operations and remnant inventory monetization strategies.
- Inventory Management: Maintain high-quality advertising inventory while protecting user privacy and maximizing return on investment.
- Relationship Management: Build strong relationships with sales, agencies, clients, finance, accounting, development, and senior management teams.
- Campaign Delivery: Coordinate with sales, account management, and advertisers to ensure campaigns meet agreed specifications.
- Client Liaison: Act as liaison with advertisers and agencies regarding ad tags, reporting discrepancies, placement, and tracking implementation.
- Process Improvement: Lead development and implementation of operational best practices to improve workflow efficiency.
- Project Execution: Execute special projects involving quantitative analysis, industry research, and strategic development initiatives.
6. Ad Operations Manager Overview
- Process Development: Assist with building and maintaining internal operational processes alongside activation, strategy, and intelligence teams.
- Client Onboarding: Support onboarding initiatives for new clients across multiple operational and advertising systems.
- Ad Trafficking: Traffic, test, and distribute digital media placements and creative assets to publishers and programmatic buyers.
- Best Practices: Collaborate with agency partners to implement naming conventions, tracking URLs, and operational best practices.
- Tagging Coordination: Coordinate website tagging strategies between media and analytics teams for campaign tracking accuracy.
- Third Party Integration: Manage tagging and integration efforts with programmatic engines and ad verification partners.
- Pixel Management: Implement and manage pixel placements in coordination with internal operational and technical teams.
- Campaign Monitoring: Monitor live campaigns to ensure tagging and pixel implementations function according to specifications.
- Creative Quality: Perform quality assurance checks on digital creative assets to confirm specification compliance.
- Vendor Evaluation: Identify and assist with evaluating advertising verification partners and operational technology providers.
- Technology Research: Stay updated on emerging advertising technologies and evolving digital media industry trends.
- Team Collaboration: Participate in weekly internal meetings and contribute to operational planning discussions.
7. Ad Operations Manager Details and Accountabilities
- Video Activation: Manage YouTube and paid social campaign activation, budget deployment, reporting, and video rotation performance.
- Ad Optimization: Optimize advertising copy for YouTube campaigns to improve engagement and campaign performance.
- Performance Tracking: Keep campaign teams informed on campaign performance and KPI tracking progress.
- Campaign Execution: Collaborate with campaign managers to launch and execute multi-market paid video advertising campaigns.
- Asset Coordination: Organize campaign assets, timelines, and deliverables in coordination with account management teams.
- Strategic Reporting: Report campaign performance results and provide strategic recommendations based on analyzed campaign data.
- Campaign Optimization: Continuously optimize live advertising campaigns, identify efficiencies, and resolve potential delivery issues.
- Performance Reporting: Deliver timely and accurate campaign reporting for clients and internal stakeholders.
- Video Management: Monitor video ad rotations across brands and markets to maintain delivery integrity and performance consistency.
- Campaign Delivery: Set up, manage, and optimize digital in-stream video and display campaigns across multiple devices.
- Ad Mediation: Collaborate with product, engineering, and advertising partners to support ad mediation setup and delivery efficiency.
- Tracking Management: Monitor product release rollouts on client websites to prevent campaign tracking disruptions.
8. Ad Operations Manager Tasks
- Tracking Implementation: Define, develop, and deploy tracking and measurement solutions for digital marketing and paid media campaigns.
- Partnership Development: Build strategic partnerships with digital analytics agencies to scale operational support and lead-generation opportunities.
- Technology Governance: Govern processes for marketing technology access, platform usage, and operational compliance standards.
- Attribution Management: Manage tracking and attribution processes, including event instrumentation, fraud detection, and data ingestion workflows.
- Tag Management: Oversee third-party tagging requirements, publishing processes, data accuracy, and website security compliance.
- Data Validation: Conduct rigorous testing and validation procedures to ensure campaign tracking and reporting accuracy.
- Data Engineering: Collaborate with marketing engineering teams to develop data pipelines supporting centralized reporting solutions.
- Attribution Analysis: Evaluate attribution models and audit touchpoint data across online, offline, web, and mobile campaigns.
- Tool Evaluation: Assess internal and external multi-touch attribution platforms for campaign measurement effectiveness.
- Analytics Management: Maintain Google Analytics data quality and ensure accurate campaign performance tracking.
- Issue Resolution: Establish performance benchmarks and troubleshoot implementation and tracking-related operational issues.
- MarTech Strategy: Communicate MarTech ecosystem changes, potential risks, and impacts on advertising campaign performance.
9. Ad Operations Manager Roles
- Budget Management: Manage advertiser budgets and oversee campaign setup across multiple advertising platforms.
- Growth Strategy: Contribute to strategic decisions supporting continuous client growth and campaign performance expansion.
- Campaign Management: Manage advertising campaign changes across multiple geographic markets and campaign environments.
- Campaign Optimization: Continuously optimize campaign performance and scale delivery to maximize client results.
- Tracking Support: Troubleshoot tracking discrepancies and support account managers with reporting-related requests.
- Platform Improvement: Recommend improvements to ad-serving platforms and operational campaign management processes.
- Workflow Management: Maintain and update workflow checklists to ensure accurate campaign configuration and setup.
- Campaign Execution: Manage campaign execution, including proposals, inventory allocation, scheduling, and marketing tool coordination.
- Vendor Coordination: Liaise with internal teams and external vendors to execute advertising campaign requirements.
- Campaign Reporting: Maintain daily campaign operations and prepare performance reporting for stakeholders and clients.
- Digital Strategy: Develop digital campaign concepts and identify strategic advertising capabilities for client initiatives.
- Integration Support: Assist with back-end integration processes supporting advertising technology implementations.
- Performance Management: Optimize, manage, and report campaign performance across digital advertising channels.
10. Ad Operations Manager Additional Details
- Campaign Management: Create, launch, and manage mobile advertising campaigns from initial setup through final delivery.
- Strategic Collaboration: Collaborate with internal teams and external publishers to negotiate and implement campaign strategies.
- Programmatic Standards: Assist with establishing programmatic media best practices, governance standards, and operational guidelines.
- Framework Development: Work collaboratively with cross-functional teams to build scalable programmatic campaign frameworks.
- Trend Monitoring: Monitor trends and emerging developments within programmatic media platforms and advertising tools.
- Relationship Management: Build strong relationships with agency digital teams, advanced advertising departments, and cross-functional leadership.
- Project Planning: Develop project plans including strategy development, scheduling, risk identification, and resource allocation.
- Platform Integration: Scout and integrate new SSP and DSP platforms within advertising network environments.
- Fraud Detection: Detect and analyze fraudulent activity using brand-safe tools and advertising verification technologies.
- Product Advisory: Advise product teams on market needs and recommend operational product improvements.
- Risk Management: Evaluate marketing technology solutions and support implementation with engineering, marketing, and product teams.
11. Ad Operations Manager Essential Functions
- Campaign Operations: Manage client trafficking, reporting, and tagging processes across digital advertising campaigns.
- Campaign Execution: Execute standard display, programmatic, video, TVO, VOD, and online campaign setups effectively.
- Partner Management: Manage relationships with ad-server partners to support accurate campaign measurement and delivery objectives.
- Creative Placement: Ensure creatives are assigned to appropriate media placements according to trafficking specifications.
- Creative Rotation: Manage creative rotation and sequencing implementation based on trafficking sheet requirements.
- Pixel Management: Implement third-party pixels, including DMP tracking, brand uplift studies, and ad verification measurement solutions.
- Tag Management: Create Floodlight, Spotlight, and conversion tracking tags for campaign performance measurement.
- Ad Distribution: Distribute ad server creative tags to publishers and websites for quality assurance and campaign testing.
- Team Leadership: Train and lead junior team members on campaign operations and advertising processes.
- Creative Coordination: Lead communication with creative agencies to collect and manage campaign deliverables.
- Process Improvement: Develop operational processes that improve team efficiency and overall campaign profitability.
- Cross-Functional Support: Collaborate with marketing science and planning teams to support client reporting initiatives.
12. Ad Operations Manager Role Purpose
- Team Management: Manage ad operations associates across multiple advertising platforms and publisher environments.
- Ad Trafficking: Oversee ad trafficking activities within Facebook Ads Manager, Google Ads, and DoubleClick Campaign Manager.
- Campaign Monitoring: Monitor campaign delivery, track timelines, and support troubleshooting and campaign optimization efforts.
- Reporting Support: Collaborate with media planners and ad operations teams to deliver reporting and campaign support requests.
- Publisher Coordination: Work directly with publishers to collect ad specifications and insertion orders for campaign implementation.
- Detail Management: Maintain accuracy while managing rapidly changing advertising platforms and operational information.
- Conversion Tracking: Ensure conversion events are properly configured and tracked within digital media platforms.
- Code Implementation: Modify Java code and coordinate with web developers regarding technical implementation requirements.
- Technology Research: Stay current on emerging tracking technologies and advertising measurement solutions.
- Quality Assurance: Perform website testing to validate code implementation accuracy and recommend technical improvements.
- Tag Coordination: Coordinate tag management and tracking parameter implementations across digital advertising campaigns.
- Dashboard Reporting: Support the reporting dashboard setup based on digital analytics and website performance requirements.
13. Ad Operations Manager General Responsibilities
- Campaign Expansion: Implement segmentation-focused advertising strategies and campaign hierarchies across Canadian and United States markets.
- Conversion Tracking: Ensure comprehensive conversion tracking accuracy across digital advertising campaigns and marketing platforms.
- Platform Management: Manage campaigns using Facebook, LinkedIn, Google Ads, Google Analytics, and Google Tag Manager.
- Data Integrity: Maintain the accuracy and integrity of website statistics and digital performance data.
- Performance Monitoring: Monitor website channel performance daily and implement recommendations to improve conversion rates.
- User Experience: Evaluate online and offline user experiences using performance data and behavioral insights.
- Journey Optimization: Identify onboarding pain points and optimize lead journeys for targeted audience segments.
- Testing Strategy: Maintain A/B testing backlogs and collaborate cross-functionally on technical implementation initiatives.
- Finance Coordination: Manage finance billing processes and resolve operational queries with internal teams.
- Issue Resolution: Troubleshoot creative and technical issues while implementing efficient operational solutions.
- Project Management: Ensure team deliverables align with client objectives while managing multiple operational priorities.
- Media Strategy: Create media and operational strategies aligned with client marketing goals and campaign objectives.
- Campaign Oversight: Oversee campaign implementation and provide optimization guidance to performance management teams.
14. Ad Operations Manager Key Accountabilities
- Campaign Management: Manage digital advertising campaign implementation across websites, email, podcasts, video, and mobile applications.
- Campaign Execution: Ensure campaigns are executed according to insertion order specifications and operational requirements.
- Optimization Consulting: Provide optimization recommendations and strategic consultancy to account managers and sales leads.
- Performance Optimization: Use creative problem-solving and performance data to optimize campaigns toward CTR, CPA, ROAS, and ROI goals.
- Launch Monitoring: Monitor pre-launch and post-launch execution processes to maintain operational consistency and campaign quality.
- Inventory Expertise: Provide expert guidance on site specifications, ad units, inventory availability, and advertising templates.
- Issue Resolution: Resolve advertiser issues related to tags, ad units, viewability, and technical campaign delivery challenges.
- Media Collaboration: Work closely with internal media teams to maintain seamless operational workflows and campaign coordination.
- Product Support: Support custom advertising products and sponsorship program execution across multiple campaign initiatives.
- Vendor Coordination: Collaborate with technology teams and third-party rich media vendors to deliver custom advertising solutions.
- Team Leadership: Lead operations teams in producing daily, weekly, and monthly client performance reports.
- Campaign Analysis: Review campaign performance, summarize operational challenges, and highlight key performance insights.
15. Ad Operations Manager Roles and Details
- Ad Operations: Manage digital ad operations, including customer relationship management tools, ad serving, and ad trafficking activities.
- Workflow Management: Manage workflow processes for uploading banner creatives into advertising line items and campaign orders.
- Placement Optimization: Oversee implementation and optimization of new and existing booked advertising placements.
- Revenue Coordination: Collaborate with advertising directors to ensure accurate ad serving operations and revenue billing consistency.
- Creative Production: Coordinate with sales teams and third-party designers on creative requests and advertising production needs.
- Performance Reporting: Oversee development of month-end campaign performance reporting and operational analysis.
- Sales Coordination: Collaborate with advertising sales teams to manage and update shared operational files and spreadsheets.
- Vendor Management: Support advertising directors in managing third-party vendor relationships and operational partnerships.
- Client Communication: Work closely with clients and internal teams to achieve campaign KPIs and operational goals.
- Team Leadership: Manage operational teams and support advertising workflow efficiency across multiple campaign activities.
- Campaign Analysis: Produce and present campaign analysis using performance data and operational insights.
- Media Optimization: Demonstrate effective planning, testing, media optimization, and campaign management strategies.
16. Ad Operations Manager Responsibilities and Key Tasks
- Campaign Management: Manage campaign setup, optimization, reporting, quality assurance, and delivery performance to maximize return on investment.
- Inventory Monitoring: Execute daily inventory checks and identify campaign delivery and performance-related issues.
- Deal Management: Set up PG and PMP deals within Google Ad Manager using targeting and third-party tracking integrations.
- Process Development: Collaborate with Campaign Manager traffickers to develop and document operational workflow improvements.
- Tracking Implementation: Implement third-party tracking within Ad Manager while maintaining reporting accuracy and setup efficiency.
- Best Practices: Champion campaign management, trafficking, delivery, and data collection best practices across advertising operations.
- Issue Resolution: Serve as the primary escalation point for troubleshooting campaign management and ad operations issues.
- Documentation Management: Write and improve best practice documentation while educating client-side stakeholders on operational processes.
- Sales Support: Support sales teams with campaign planning, approvals, and potential delivery risk assessments.
- Industry Research: Stay updated on advertising industry trends and emerging technical developments within digital media.
- Client Strategy: Partner with ad operations and account management teams to align bidding strategies with customer objectives.
- Product Leadership: Lead meetings and support product improvement initiatives across premium advertising and campaign management platforms.
17. Ad Operations Manager Duties and Roles
- Campaign Strategy: Collaborate with internal teams and external clients to develop and execute YouTube media campaigns.
- Performance Reporting: Report campaign results and provide strategic recommendations based on analyzed performance data.
- Campaign Optimization: Continuously optimize live campaigns, identify efficiencies, and resolve advertising performance issues.
- Trend Analysis: Identify historical data trends to develop effective short-term and long-term business growth strategies.
- Market Research: Maintain knowledge of competitive programs, industry trends, and emerging advertising technology developments.
- Sales Support: Assist sales teams and revenue operations leadership with RFP responses and campaign proposals.
- Collateral Development: Support creation of sales collateral, including one-sheets, case studies, and presentation decks.
- Client Leadership: Lead client-facing meetings focused on campaign strategy, execution, and performance reporting.
- Bidding Strategy: Manage bidding strategies, partnership outreach, and campaign execution for local advertising clients.
- Operational Agility: Operate effectively within fast-paced advertising and campaign management environments.
- Campaign Analysis: Analyze digital campaign performance and resolve operational or delivery-related issues.
- Global Communication: Communicate campaign results and optimization recommendations with international clients and global teams.
18. Ad Operations Manager Accountabilities
- Values Leadership: Demonstrate behaviors aligned with organizational values, operational standards, and leadership expectations.
- Production Leadership: Lead multi-shift production teams to manufacture and package respiratory medicines with right-first-time quality standards.
- Supply Management: Ensure consistent delivery of critical respiratory medicines at optimal cost and operational timelines.
- Communication Planning: Develop communication plans that align teams with safety, quality, and operational performance expectations.
- Team Leadership: Provide clear leadership, direction, and professional development support for production teams.
- Employee Development: Create development plans using the 70-20-10 learning philosophy supported by mentorship and formal training.
- Capability Building: Utilize organizational learning tools to coach first-line leaders and strengthen operational team capabilities.
- Continuous Improvement: Support improvement initiatives focused on zero accidents, zero defects, and zero waste objectives.
- Performance Optimization: Drive operational improvements targeting Overall Equipment Effectiveness, product yields, and production costs.
- Budget Management: Forecast and manage operational expense budgets through monthly financial review processes.
- ERP Management: Maintain capacity statements and ERP master recipe data for assigned production areas.
- Audit Coordination: Represent value streams during regulatory audits and serve as the primary contact for internal and external visitors.
19. Ad Operations Manager Details and Accountabilities
- Ad Operations: Oversee daily advertising operations across digital media brands and campaign environments.
- Campaign Management: Manage campaign lifecycles, including pre-sale coordination, booking, trafficking, delivery, optimization, and reporting.
- Sales Support: Act as the primary advertising operations contact for sales teams and campaign stakeholders.
- Campaign Planning: Collaborate with sellers to assess feasibility, recommend solutions, review contracts, and approve RFP responses.
- Process Improvement: Evaluate operational workflows and recommend improvements that increase campaign efficiency and performance.
- Quality Assurance: Manage campaign quality assurance through regular checks, client previews, and issue debugging processes.
- Performance Monitoring: Monitor campaign performance and provide reporting updates for clients and internal teams.
- Inventory Management: Oversee advertising inventory availability, communicate updates to sellers, and manage campaign bookings.
- Project Support: Assist with special projects, RFP initiatives, and sales pitch deck development.
- Programmatic Setup: Set up and monitor international programmatic and direct demand campaigns across multiple ad servers.
- Campaign Optimization: Optimize ongoing advertising campaigns to improve delivery performance and operational efficiency.
- Partner Support: Support advertisers, media agencies, and marketing partners across international markets.
20. Ad Operations Manager Additional Details
- Campaign Trafficking: Traffic display, video, search, and social campaigns while performing quality assurance before launch.
- Quality Assurance: Drive timelines and operational processes for media campaign quality assurance activities.
- Process Development: Support process-building initiatives with strong attention to repetitive operational workflows.
- Campaign Management: Manage the complete campaign flight cycle, including planning, tracking, and creative quality assurance.
- Industry Research: Stay updated on new ad formats, targeting capabilities, and beta advertising opportunities.
- Knowledge Management: Create internal knowledge resources covering methodologies, ad formats, and tracking best practices.
- QA Documentation: Document standard quality assurance procedures with detailed pass and fail reporting results.
- Tag Management: Perform initial quality assurance for pixel tagging, DTM, GTM, Tealium, and tag management execution.
- Performance Management: Manage and scale campaigns with a focus on achieving conversion targets and target CPA goals.
- Creative Development: Collaborate with in-house design teams to develop performance-focused advertising creatives.
- Technical Operations: Manage technical campaign setup, maintenance, monitoring, and operational support with information technology teams.
- UTM Management: Build UTM parameters following best practice naming conventions and campaign tracking standards.
- Issue Resolution: Troubleshoot naming conventions, postbacks, and pixel implementation issues across advertising campaigns.
Editorial Process and Content Quality
This content is developed by the Lamwork Editorial Team using structured analysis of real-world job data, skill requirements, and hiring patterns.
Research framework by Lam Nguyen, Founder & Editorial Lead.
Reviewed by Thanh Huyen, Managing Editor.
Learn more about our editorial standards.