Senior UX Researcher
📍 Job Overview
Job Title: Senior UX Researcher (Maternity Cover)
Company: SentinelOne
Location: Brno, South Moravian Region, Czechia
Job Type: Temporary Full-time
Category: UX Research / Product Design Operations
Date Posted: May 13, 2026
Experience Level: 5-10 Years
Remote Status: Hybrid
🚀 Role Summary
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Spearhead the planning and execution of comprehensive user research initiatives to uncover critical user behaviors, needs, and pain points within complex software applications.
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Conduct rigorous qualitative and quantitative research methodologies, including in-depth user interviews, targeted surveys, detailed usability testing, and insightful analytics analysis to inform product strategy.
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Drive a user-centric design approach by collaborating closely with product managers, product designers, and engineering teams to translate research insights into actionable product enhancements and innovative solutions.
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Synthesize complex research findings into clear, impactful narratives and presentations for diverse stakeholder groups, influencing product roadmaps and design decisions.
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Champion the user throughout the entire product development lifecycle, ensuring the creation of intuitive, lovable, and flexible user experiences for global enterprise and government clients.
📝 Enhancement Note: The role is specified as a maternity cover, indicating a fixed-term contract. The focus on "AI-native platform" and "AI tools" suggests a strong emphasis on leveraging artificial intelligence within the UX research process and the product itself. The mention of protecting "tens of millions of endpoints" and serving "5 of Fortune 10" companies highlights the significant scale and impact of the role.
📈 Primary Responsibilities
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Design and implement end-to-end user research plans, defining research objectives, methodologies, and timelines to address key product development questions.
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Execute a variety of qualitative research methods, such as ethnographic studies, contextual inquiries, and in-depth interviews, to gather rich user insights.
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Deploy quantitative research techniques, including large-scale surveys, A/B testing analysis, and behavioral data analysis, to validate hypotheses and measure user satisfaction.
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Facilitate and moderate usability testing sessions, observing user interactions and identifying friction points in the user interface and workflow.
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Analyze user data from various sources, including user feedback platforms, product analytics, and support tickets, to identify patterns and trends.
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Collaborate with Product Managers and Designers to define user personas, map out user journeys, and develop user flow diagrams that reflect real user behaviors.
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Produce high-fidelity wireframes and interactive prototypes based on validated research insights to communicate design concepts effectively.
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Present research findings and strategic recommendations to product teams and executive leadership, advocating for user needs and influencing product strategy.
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Contribute to the continuous improvement of SentinelOne's UX research practices, tools, and methodologies, staying abreast of industry advancements.
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Actively engage with the global design team to share knowledge, foster collaboration, and maintain a consistent user experience across the product suite.
📝 Enhancement Note: The responsibilities emphasize a hands-on approach to research execution, strategic collaboration, and an active role in the design process, from insight generation to prototyping. The requirement to "advocate for the user" and "promote user-centered design principles" underscores the importance of user advocacy within the product development culture.
🎓 Skills & Qualifications
Education:
Experience:
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Proven track record of 5-10 years in User Experience (UX) Research roles, specifically for software or complex web-based applications.
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Demonstrated experience in planning, executing, and synthesizing findings from a range of qualitative and quantitative research methods.
Required Skills:
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User Research Expertise: Mastery in planning and conducting user interviews, surveys, usability testing, heuristic evaluations, and competitive analysis.
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Methodological Fluency: Proficiency in both qualitative (e.g., ethnography, diary studies) and quantitative (e.g., statistical analysis, survey design) research techniques.
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Data Synthesis & Insights: Strong ability to analyze complex data sets, identify actionable insights, and translate them into clear, compelling recommendations.
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Collaboration & Communication: Exceptional verbal and written communication skills, with a proven ability to present research findings effectively to diverse audiences, including technical and executive stakeholders.
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Tool Proficiency: Fluency in using UX research and design tools, specifically Dovetail for research synthesis and Figma for design collaboration and prototyping.
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AI Tool Integration: Demonstrated fluency and practical application of AI tools throughout the UX research process, from data analysis to insight generation.
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English Fluency: Native or near-native proficiency in English, both written and spoken, essential for global team collaboration.
Preferred Skills:
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Cybersecurity Domain Knowledge: Understanding of cybersecurity concepts, threats, and the operational challenges faced by security teams is highly appreciated.
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Product Strategy Influence: Experience in directly influencing product roadmaps and strategic decisions through research insights.
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Portfolio Demonstration: A strong portfolio showcasing past research projects, methodologies used, and the demonstrable impact on product development and user experience.
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Cross-functional Leadership: Experience mentoring junior researchers or leading research initiatives within a product team.
📝 Enhancement Note: The emphasis on "AI tools" is a critical differentiator for this role, suggesting that candidates must not only understand traditional UX research but also be adept at leveraging AI to enhance efficiency and depth. The "highly appreciated" qualifications point to areas where candidates can significantly strengthen their application.
📊 Process & Systems Portfolio Requirements
Portfolio Essentials:
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Research Project Documentation: Detailed case studies of past UX research projects, clearly outlining the research problem, objectives, methodology, execution, and key findings.
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Impact Demonstration: Evidence of how research insights directly influenced product decisions, design iterations, and ultimately led to measurable improvements in user experience or business metrics.
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Methodological Variety: Showcase a breadth of research methods employed, demonstrating adaptability and proficiency across qualitative and quantitative approaches.
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Tool Integration: Examples of how specific tools like Dovetail and Figma were integrated into the research and design workflow to achieve project goals.
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AI Tool Application: Specific examples within projects demonstrating the innovative use of AI tools to enhance research efficiency, uncover deeper insights, or validate findings.
Process Documentation:
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Research Plan Templates: Ability to present and utilize standardized research plan templates that include clear objectives, participant criteria, timelines, and ethical considerations.
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Insight Synthesis Frameworks: Examples of frameworks or processes used to synthesize qualitative and quantitative data into actionable insights and strategic recommendations.
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Cross-functional Handoffs: Documentation or examples of how research findings and user insights are effectively communicated and handed over to design, product, and engineering teams.
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Iterative Design Feedback Loops: Processes for incorporating user feedback throughout the design and development lifecycle, demonstrating an iterative approach to product improvement.
📝 Enhancement Note: The portfolio requirements are heavily weighted towards demonstrating tangible impact and methodological rigor, with a specific emphasis on showcasing AI tool utilization. Candidates should prepare to walk through their projects and explain the "why" and "how" behind their research decisions and their outcomes.
💵 Compensation & Benefits
Salary Range:
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Given the Senior UX Researcher title, 5-10 years of experience, and the location in Brno, Czech Republic, a competitive salary range would be estimated between 70,000 CZK to 110,000 CZK gross per month. This estimate is based on industry benchmarks for senior UX roles in tech hubs within Central Europe, considering the cost of living and the specialized nature of UX research in a cybersecurity AI company.
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Methodology: This estimate is derived from analyzing publicly available salary data for Senior UX Researchers in major European cities, cross-referenced with data specific to the Czech Republic and the tech industry. Factors such as the temporary nature of the role (maternity cover) and the specific skill set (AI tools, cybersecurity context) have been considered.
Benefits:
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Equity & Performance:
- Grant of Restricted Stock Units (RSUs) with a 4-year vesting plan, providing long-term financial participation.
- Annual performance-based bonuses, rewarding individual and company achievements.
- Employee Stock Purchase Plan (ESPP), allowing employees to invest in SentinelOne's growth.
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Time Off & Well-being:
- Flexible Time Off (FTO) policy, complementing standard vacation days.
- 5 weeks of standard vacation per year.
- Flexible paid sick days and fully paid Short Term Sick/Nursing Leave.
- Generous 16-week parental leave, plus grandparent leave for eligible employees.
- Additional company holidays observed throughout the year.
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Insurance & Health:
- Pension Insurance Contribution, supporting long-term financial security.
- Premium life insurance coverage for peace of mind.
- Private medical care for the employee and a plus-one, ensuring access to quality healthcare.
- Global Employee Assistance Program (EAP) offering confidential support for personal and professional challenges.
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Work Perks:
- Monthly meal allowance to assist with daily food expenses.
- Monthly well-being allowance to support personal health and wellness activities.
- High-end MacBook or Windows laptop provided for work.
- Work-from-home support to create an effective remote working environment.
- In-office refreshments and snacks for employees working from the Brno office.
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Growth & Community:
- Access to LinkedIn Learning for continuous professional development.
- Internal mentoring programs to foster career growth and knowledge sharing.
- Educational support for relevant courses and certifications.
- Generous referral bonuses for bringing talented individuals to SentinelOne.
Working Hours:
- Standard working hours are expected to be approximately 40 hours per week, with flexibility to manage research schedules and deadlines. The hybrid work environment allows for a balance between in-office collaboration and remote work.
📝 Enhancement Note: The benefits package is comprehensive, reflecting a strong emphasis on employee well-being, financial security, and professional development. The "monthly meal and well-being allowance" are particularly relevant perks for employees in Brno. The estimated salary range is provided to offer a benchmark, acknowledging it's an estimate.
🎯 Team & Company Context
🏢 Company Culture
Industry: Cybersecurity, Artificial Intelligence (AI), Software as a Service (SaaS)
Company Size: SentinelOne is a significant player in the cybersecurity market, indicated by its substantial employee count and global presence. This size suggests a structured environment with established processes but also room for innovation and individual impact. For operations professionals, this means opportunities to work with robust systems, collaborate across large teams, and contribute to scalable solutions.
Founded: SentinelOne was founded in 2013. This relative youth, combined with its rapid growth and focus on AI, points to a dynamic, forward-thinking, and innovative company culture. The company is positioned at the cutting edge of technology, aiming to redefine cybersecurity through AI.
Team Structure:
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Design Team: The UX design team is substantial and globally distributed, with over 20 designers across the US, Israel, Czechia, and India. This indicates a well-established design function that is actively growing and transforming its role.
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Reporting Structure: The Senior UX Researcher will likely report to a UX Research Lead or Design Manager, working within a matrixed structure that involves close collaboration with Product Managers and Engineering Leads for specific product areas.
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Cross-functional Collaboration: A core aspect of this role involves deep collaboration with Product Managers, Product Designers, Engineers, and potentially Marketing and Sales teams to ensure user insights inform the entire product lifecycle, from conception to launch and iteration.
Methodology:
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Data-Driven Product Development: SentinelOne emphasizes an AI-native approach and data-driven decision-making. This translates to a research culture that values empirical evidence, user feedback, and analytical insights over subjective opinions.
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Agile & Iterative Processes: The company likely employs agile methodologies, requiring UX researchers to integrate seamlessly into sprint cycles, provide rapid feedback, and support iterative design and development.
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User-Centricity: A strong commitment to understanding and serving the needs of enterprise and government security teams is central to their product strategy, making the user's perspective paramount.
Company Website: https://www.sentinelone.com/
📝 Enhancement Note: The company's focus on AI and cybersecurity sets a high bar for technical understanding and a data-driven mindset. The distributed nature of the design team suggests strong remote collaboration tools and practices are in place.
📈 Career & Growth Analysis
Operations Career Level: Senior UX Researcher implies a mid-to-senior level position within the UX research discipline. This role is expected to independently manage research projects, mentor junior team members, and contribute significantly to product strategy. It signifies a level of expertise where an individual can drive research initiatives and influence outcomes without constant supervision.
Reporting Structure: The Senior UX Researcher will likely report to a Design Manager or Head of UX Research. They will work closely with Product Managers and Engineering Leads on specific product initiatives. This structure allows for both specialized research focus and deep integration into product teams.
Operations Impact: The work directly impacts SentinelOne's core AI-native cybersecurity platform, which serves thousands of enterprise and government users globally. Research findings will shape products that protect tens of millions of endpoints, directly contributing to the company's mission of securing the future and its market leadership. The role's output is crucial for developing innovative concepts and ensuring the product's usability, lovability, and flexibility for critical security operations.
Growth Opportunities:
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Skill Specialization: Opportunity to deepen expertise in specific research methodologies, particularly in the complex domain of enterprise cybersecurity and AI-driven products.
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Leadership Development: Potential to lead research efforts for major product initiatives, mentor junior researchers, and contribute to the strategic direction of the UX research function.
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Cross-Functional Exposure: Gain valuable experience working with high-performing teams in product management, engineering, and design within a fast-growing, cutting-edge technology company.
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Industry Influence: Contribute to shaping the UX of a leading cybersecurity platform, potentially leading to industry recognition and further career advancement.
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Potential for Full-Time Conversion: While a maternity cover role, strong performance could lead to consideration for future full-time opportunities within SentinelOne's growing design team.
📝 Enhancement Note: The "maternity cover" aspect means growth opportunities might be more focused on skill development and project impact within the contract duration, but a high performer could certainly be considered for future roles. The emphasis on AI and cybersecurity provides a unique growth trajectory.
🌐 Work Environment
Office Type: SentinelOne operates with a hybrid work model. This means the Brno office likely serves as a central hub for collaboration, team meetings, and focused work, while also offering flexibility for remote work. The office environment is expected to be modern and conducive to creative and analytical work.
Office Location(s): The role is based in Brno, South Moravian Region, Czech Republic. Specific office details would typically be available upon inquiry or during the interview process, but it's expected to be a professional, well-equipped workspace in a strategic business area of Brno.
Workspace Context:
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Collaborative Environment: The hybrid model encourages intentional collaboration, with opportunities for in-person brainstorming, design reviews, and team syncs when in the office.
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Tools & Technology: Employees are provided with high-end MacBook/Windows laptops and support for remote work, indicating access to robust technology and collaboration platforms necessary for a distributed global team.
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Team Interaction: Regular interaction with a diverse, global design team, as well as close collaboration with product and engineering counterparts, is a key feature of the work environment.
Work Schedule:
- The standard work schedule is approximately 40 hours per week. The hybrid nature offers flexibility in managing daily work hours, allowing researchers to balance personal needs with project demands and team collaboration requirements. This flexibility is crucial for accommodating research activities like user interviews across different time zones.
📝 Enhancement Note: The hybrid model in Brno suggests a balance between structured in-office collaboration and the flexibility of remote work, catering to modern work preferences.
📄 Application & Portfolio Review Process
Interview Process:
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Initial Screening: A recruiter will likely conduct an initial call to assess basic qualifications, interest, and fit for the role and company culture.
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Hiring Manager/Team Interview: An interview with the hiring manager or a senior member of the design team to delve deeper into your UX research experience, methodologies, and problem-solving skills.
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Portfolio Presentation: A critical stage where you will present a selection of your past UX research projects. This is where you demonstrate your process, insights, and impact. Be prepared to discuss your approach to research planning, execution, synthesis, and how your findings influenced product decisions. Focus on projects relevant to complex software applications and, ideally, those involving AI or cybersecurity.
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Technical/Skills Assessment: This might involve a case study exercise or a discussion focused on your proficiency with tools like Dovetail, Figma, and AI research tools. You may be asked to critique a design or outline a research plan for a hypothetical scenario.
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Cross-functional Interview: An interview with a Product Manager or Engineer to assess your collaboration skills, ability to integrate research into product development workflows, and communication effectiveness with technical stakeholders.
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Final Interview: Potentially a discussion with a senior leader or a panel to confirm overall fit, strategic thinking, and alignment with SentinelOne's mission and values.
Portfolio Review Tips:
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Curate Selectively: Choose 2-3 projects that best showcase your senior-level expertise, research impact, and adaptability. Prioritize projects that highlight your ability to handle complex problems, use diverse methodologies, and demonstrate tangible results.
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Focus on Impact: Clearly articulate the problem you solved, your role, the methodologies used, the key insights derived, and most importantly, the measurable impact your research had on the product and business. Use metrics where possible.
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Highlight AI Tool Usage: Specifically call out instances where you leveraged AI tools to enhance your research process (e.g., for data analysis, transcription, insight generation). Explain the benefits and outcomes.
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Structure Your Narrative: For each project, follow a clear story arc: the challenge, your approach, the execution, the findings, and the outcome. Use visuals (screenshots, diagrams, personas) to illustrate your points.
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Prepare for Deep Dives: Be ready to answer detailed questions about your decisions, challenges faced, alternatives considered, and how you handled disagreements or unexpected findings.
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Demonstrate Tool Proficiency: Be prepared to discuss your experience with Dovetail and Figma, and how you use them to support your research and collaborate with designers.
Challenge Preparation:
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Research Plan Creation: You might be asked to outline a research plan for a given product feature or problem statement. Focus on defining clear objectives, target users, appropriate methodologies, and success metrics.
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Insight Synthesis Exercise: You could be presented with raw research data (e.g., interview transcripts, survey results) and asked to synthesize key themes and actionable recommendations.
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Usability Critique: You might be asked to review a prototype or existing interface and identify potential usability issues based on UX principles.
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AI Tool Application Scenario: Be ready to discuss how you would leverage AI tools to solve a specific research challenge or improve an existing process.
📝 Enhancement Note: The portfolio presentation is a critical component, and candidates should be prepared to articulate their research process and impact thoroughly, with a specific focus on AI tool integration.
🛠 Tools & Technology Stack
Primary Tools:
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Dovetail: Essential for qualitative research synthesis, organizing research data (interviews, usability tests), tagging themes, and generating insights. Proficiency in managing large research repositories is key.
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Figma: Critical for collaborative design, prototyping, and handoffs. The UX Researcher will work closely with designers using Figma for wireframing, user flow creation, and iterative design mockups based on research findings.
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Survey Tools: Proficiency with platforms like SurveyMonkey, Typeform, or
Qualtrics for designing, distributing, and analyzing quantitative surveys.
- AI Research Tools: Fluency in utilizing various AI-powered tools for tasks such as:
- Transcription Services: Tools like Otter.ai or Descript for quick and accurate transcription of interviews.
- Data Analysis & Synthesis: AI assistants that can help identify themes in large text datasets or analyze survey responses.
- Persona Generation: AI tools that can assist in creating or refining user personas based on research data.
- User Feedback Analysis: AI-powered sentiment analysis or topic modeling for large volumes of user feedback.
Analytics & Reporting:
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Product Analytics Platforms: Familiarity with tools like Google Analytics, Mixpanel, Amplitude, or similar platforms to understand user behavior within the product, track feature adoption, and measure user engagement.
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Data Visualization Tools: Experience with tools like Tableau, Power BI, or even advanced Excel/Google Sheets for creating clear charts and dashboards to communicate data findings to stakeholders.
CRM & Automation:
- While not a primary focus for UX Research, understanding how CRM systems (like Salesforce, though not explicitly mentioned) and marketing automation tools feed into customer understanding and how research findings might inform these areas can be beneficial.
📝 Enhancement Note: The specific mention of Dovetail and Figma highlights their importance. The emphasis on "AI tools" is a significant requirement, indicating a need for candidates to be proactive in adopting and integrating AI into their research workflows.
👥 Team Culture & Values
Operations Values:
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Relentless Curiosity & Continuous Learning: SentinelOne actively seeks individuals who are driven to explore, question, and learn, especially in the rapidly evolving fields of AI and cybersecurity. This means embracing new research techniques and AI tools.
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Data-Driven Decision Making: A core value is to base decisions on empirical evidence and user insights, moving beyond subjective opinions. UX research is central to this ethos.
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User-Centricity & Empathy: A deep commitment to understanding and advocating for the needs of enterprise security professionals, ensuring the product is not only powerful but also intuitive and usable under pressure.
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Innovation & Problem-Solving: The company thrives on tackling complex challenges in cybersecurity and AI. This encourages a proactive, solution-oriented mindset among its teams.
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Collaboration & Transparency: Working effectively across global, cross-functional teams, sharing knowledge openly, and fostering a supportive environment where ideas can be debated and refined.
Collaboration Style:
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Cross-functional Integration: UX Researchers are expected to be embedded within product teams, working seamlessly with Product Managers, Designers, and Engineers throughout the development lifecycle.
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Process Improvement: A culture that encourages feedback and continuous refinement of processes, including research methodologies and design workflows.
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Knowledge Sharing: Active participation in design critiques, research syncs, and potentially internal presentations to share learnings and best practices across the team and organization.
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Experimentation: A willingness to experiment with new research approaches and AI tools to find more efficient and effective ways of working.
📝 Enhancement Note: The values emphasize continuous learning, data-driven approaches, and user advocacy, all of which are critical for a Senior UX Researcher in a high-tech, security-focused environment.
⚡ Challenges & Growth Opportunities
Challenges:
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Rapidly Evolving AI Landscape: Keeping pace with advancements in AI technology and understanding how these changes impact user needs and the cybersecurity domain presents a continuous learning challenge.
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Complex User Domain: Researching the needs of enterprise and government security teams involves understanding highly technical users, critical workflows, and high-stakes decision-making environments.
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Balancing Research Rigor with Speed: Operating in a fast-paced, agile environment requires delivering timely, impactful research insights without compromising on methodological quality.
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Translating Technical Insights: Effectively communicating complex technical user needs and research findings to a diverse range of stakeholders, from engineers to executives.
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Maternity Cover Context: Adapting quickly to an existing team and product landscape, and delivering significant value within a defined contract period.
Learning & Development Opportunities:
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AI in UX Research: Deepen expertise in leveraging AI tools and methodologies to enhance the efficiency and effectiveness of UX research processes.
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Cybersecurity Domain Expertise: Develop a strong understanding of the cybersecurity industry, its challenges, and the specific needs of security professionals, a valuable niche skill.
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Product Strategy Influence: Gain significant experience in shaping product roadmaps and strategic decisions through impactful research, a key step in career advancement.
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Global Collaboration Skills: Hone skills in working with diverse, international teams, mastering remote collaboration tools and cross-cultural communication.
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Mentorship & Leadership: Potential to mentor junior researchers and lead research efforts on significant product initiatives, building leadership capabilities.
📝 Enhancement Note: The challenges are directly tied to the cutting-edge nature of SentinelOne's work, offering substantial learning opportunities for ambitious researchers.
💡 Interview Preparation
Strategy Questions:
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"Describe a time you used AI tools to significantly improve your UX research process or uncover deeper insights. What was the outcome?" (Focus on specific tools, methods, and measurable impact.)
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"How would you approach researching the needs of a new user segment for our AI-powered cybersecurity platform, given limited time?" (Demonstrate strategic thinking, prioritization, and efficient methodology.)
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"Walk us through a complex research project where your findings directly influenced product strategy or design. What was the challenge, your approach, and the tangible results?" (Structure your answer using the STAR method and emphasize impact.)
Company & Culture Questions:
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"What interests you specifically about SentinelOne's mission and our AI-native approach to cybersecurity?" (Show you've researched the company and understand its unique position.)
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"How do you see UX research contributing to the success of an AI-driven cybersecurity product?" (Connect your skills to the company's core business.)
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"Describe your experience working in a hybrid or remote team environment. How do you maintain strong collaboration and communication?" (Highlight your adaptability and remote work best practices.)
Portfolio Presentation Strategy:
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Focus on Impact, Not Just Process: While detailing your methodology is important, the ultimate goal is to show how your research drove positive outcomes for the product and its users. Quantify impact whenever possible.
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Tell a Compelling Story: Frame each project as a narrative with a clear beginning (the problem), middle (your research journey), and end (the solution and its impact).
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Highlight Your Role and Decisions: Be specific about your contributions, the decisions you made, and the rationale behind them.
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Showcase AI Tool Integration: Clearly articulate how you leveraged AI tools within your projects. This is a key differentiator for this role.
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Prepare for Technical Questions: Be ready to discuss the nuances of your chosen methodologies, the limitations of your research, and how you'd handle similar challenges in the future.
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Practice Your Delivery: Rehearse your presentation to ensure it's concise, engaging, and flows logically within the allotted time.
📝 Enhancement Note: Preparation should heavily focus on demonstrating the ability to leverage AI tools in research and articulating the impact of UX research within a complex, technical domain like cybersecurity.
📌 Application Steps
To apply for this Senior UX Researcher position:
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Submit your application through the SentinelOne careers portal via the provided URL.
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Portfolio Customization: Tailor your portfolio to highlight 2-3 relevant UX research projects that demonstrate your expertise in complex software applications, your use of both qualitative and quantitative methods, and crucially, your experience integrating AI tools into the research process. Focus on showcasing measurable impact.
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Resume Optimization: Ensure your resume clearly articulates your 5-10 years of experience in UX Research, specifically mentioning proficiency with Dovetail and Figma. Highlight achievements related to driving product decisions through research and any experience with AI tools or the cybersecurity domain.
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Interview Preparation: Practice articulating your research process, insights, and impact. Prepare to present your portfolio confidently, focusing on the "why" and "how" of your research, and be ready to discuss your experience with AI tools and the cybersecurity industry.
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Company Research: Thoroughly research SentinelOne's mission, AI-native platform, and target audience (enterprise/government security teams). Understand their values and the challenges in the cybersecurity landscape to better tailor your responses and demonstrate genuine interest.
⚠️ Important Notice: This enhanced job description includes AI-generated insights and operations industry-standard assumptions. As this is a temporary maternity cover role, the potential for long-term employment may vary. All details should be verified directly with the hiring organization before making application decisions.
Application Requirements
Requires proven experience in UX research for software applications and proficiency with tools like Figma and Dovetail. A degree in HCI, Psychology, or a related field and a portfolio of impactful research projects are highly desired.