Senior Product Designer, Client Stream
π Job Overview
Job Title: Senior Product Designer, Client Stream
Company: Dialogue
Location: Toronto, Canada / MontrΓ©al, Canada
Job Type: Full-Time, Salaried
Category: Product Design / UX/UI Design
Date Posted: May 19, 2026
Experience Level: Senior (5+ years)
Remote Status: Hybrid (3 days in office/week)
π Role Summary
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Design and deliver impactful digital experiences for millions of Canadians, focusing on the Client Stream product suite.
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Lead end-to-end product design, from ideation and user research to detailed prototyping and developer-ready assets.
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Drive innovation and efficiency by leveraging AI tools and a prototype-forward approach in an agile (Scrum) environment.
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Collaborate closely with cross-functional teams to ensure seamless product launches and exceptional user outcomes in a regulated, high-trust industry.
π Enhancement Note: While the role is "Senior Product Designer," the description emphasizes "Client Stream" ownership and scale, suggesting a significant impact on the company's core business operations and revenue generation through improved client and member experiences. The mention of "measurable impact" for employers and "peace of mind" for employers highlights the B2B2C nature and the need for designs that support business objectives alongside user needs.
π Primary Responsibilities
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Hands-on Product Design: Create feature-level experiences and end-to-end user journeys, meticulously mapping flows, defining edge cases, and producing high-fidelity prototypes and designs for development teams.
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Rapid Prototyping & Learning: Utilize various mediums, including Figma and lightweight front-end code, to quickly create testable prototypes for early user feedback and to accelerate decision-making within the Scrum team.
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Agile Research & Experimentation: Lead pragmatic, rapid discovery initiatives within the Scrum team, employing quick tests, scrappy prototypes, and evidence-driven iteration to efficiently identify optimal solutions.
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Strategic Trade-off Management: Design the ideal user experience first, then effectively lead discussions to make informed, explicit trade-offs based on real-world constraints such as timelines, policy requirements, and operational capacity.
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Effortless Launch Execution: Proactively identify and address potential edge cases and "what-if" scenarios to ensure smooth, high-quality launches of new client programs, minimizing surprises for both members and internal teams.
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Cross-functional Collaboration: Work closely with product managers, engineers, researchers, and other stakeholders to translate business requirements and user needs into intuitive and effective design solutions.
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Stakeholder Communication: Clearly articulate design rationale, research findings, and proposed solutions to a diverse audience, including peers, senior executives, and potentially external partners, through compelling storytelling in documents, presentations, and walkthroughs.
π Enhancement Note: The responsibilities emphasize a blend of hands-on design craft and strategic leadership, typical of a senior role. The emphasis on "prototypes + designs developers can ship" and "make launches feel effortless" points to a strong focus on execution and operational efficiency, crucial for a role impacting millions of users. The mention of "policy, operational reality" highlights the need for designers to understand and integrate business constraints into their solutions.
π Skills & Qualifications
Education: Bachelor's degree in Design, Human-Computer Interaction, Psychology, or a related field, or equivalent practical experience.
Experience: 5+ years of dedicated experience in designing digital products, with a proven track record of shipping impactful solutions.
Required Skills:
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UI/UX Expertise (Senior Level): Demonstrated proficiency in user interface and user experience design principles, with a strong portfolio showcasing successful product launches and tangible outcomes.
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Communication & Presentation: Exceptional ability to communicate complex ideas clearly and persuasively through written documentation, presentations, visual storytelling, and stakeholder conversations.
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Research & Solution Leadership: Proven ability to lead ideation sessions, frame design options, conduct pragmatic research, and present findings effectively to diverse audiences, including senior leadership.
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Prototyping Proficiency: Skill in creating testable prototypes rapidly using tools like Figma and/or lightweight front-end code.
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AI Tool Integration: Experience leveraging AI tools to enhance design speed and quality, with a nuanced understanding of their application and limitations.
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Agile/Scrum Methodology: Familiarity and experience working within agile development frameworks, particularly Scrum, to deliver iteratively.
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Design for Regulated Environments: Experience designing for high-trust sectors such as healthcare, privacy, or safety, understanding the implications of policy-driven behavior and audibility.
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B2B2C/Enterprise Product Design: Experience designing for complex product ecosystems where external partners influence constraints, but end-user experience remains paramount.
Preferred Skills:
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Bilingualism (French/English): Fluency in both French and English is a significant asset, given the company's service across Canada.
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Healthcare/Wellness Industry Experience: Prior experience in the health tech or wellness sector, understanding the unique user needs and regulatory landscape.
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Member + Provider Journey Design: Experience designing complex journeys that consider both member and provider perspectives, or intricate service workflows.
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Front-End Development Familiarity: Basic understanding or experience with front-end coding (e.g., HTML, CSS, JavaScript) to facilitate prototyping and developer collaboration.
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AI Behavior Design: Experience specifically designing interfaces and interactions that account for the nuances of AI-driven behaviors, including ambiguity and graceful failure states.
π Enhancement Note: The requirement for "shipped outcomes (not just artifacts)" in the portfolio is critical for senior product roles, indicating a need to demonstrate real-world impact beyond theoretical designs. The emphasis on AI integration and designing for AI behaviors is a forward-looking requirement, positioning this role at the cutting edge of product development. Bilingualism is noted as an "asset," suggesting it will be a strong differentiator in the candidate pool.
π Process & Systems Portfolio Requirements
Portfolio Essentials:
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Demonstration of Shipped Outcomes: Showcase 3-5 significant projects that have been successfully launched and have demonstrably positive impacts on user engagement, business metrics, or operational efficiency.
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End-to-End Journey Design: Include at least one case study detailing the design of a complex user journey, from initial research and ideation through to final implementation and post-launch analysis.
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Problem-Solution Framing: For each project, clearly articulate the problem statement, the design process undertaken, the key decisions made, and the measurable results achieved.
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Craftsmanship & Polish: Present high-fidelity mockups, detailed interaction designs, and interactive prototypes that reflect a high standard of visual design and user experience craft.
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Scrum/Agile Context: Where applicable, highlight how your design process integrated with agile development cycles, including collaboration with development teams and adaptation to iterative feedback.
Process Documentation:
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User Research & Ideation: Provide examples of how you have conducted user research (e.g., interviews, usability testing, surveys) and used these insights to drive ideation and concept development.
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Prototyping & Testing: Showcase your approach to rapid prototyping, demonstrating how you've used prototypes to validate concepts and gather feedback early in the design process.
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Design Trade-off Narrative: Include a case study or explanation detailing a situation where you had to make significant design trade-offs due to constraints (e.g., technical, timeline, policy), and how you navigated that process.
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Cross-functional Collaboration Documentation: Illustrate how you have collaborated with product managers, engineers, and other stakeholders, perhaps through shared documentation, design reviews, or joint problem-solving sessions.
π Enhancement Note: The portfolio requirements are heavily geared towards demonstrating practical application, impact, and integration within a fast-paced, agile development environment. The emphasis on "shipped outcomes" and "measurable impact" is paramount, signaling that theoretical exercises are insufficient. The inclusion of "AI-native + prototype-forward" implies a need to showcase how AI tools were integrated into the design process and how prototypes were used for rapid validation.
π΅ Compensation & Benefits
Salary Range: As a Senior Product Designer in Toronto or Montreal, Canada, with 5+ years of experience, the estimated salary range is CAD $100,000 - $140,000 annually. This estimate is based on industry benchmarks for senior design roles in major Canadian tech hubs, considering the company's focus on a regulated, high-growth sector like healthcare technology.
Benefits:
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Access to the Dialogue app and virtual mental health support for you and your family.
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Fully funded insurance, a health spending account, dental coverage, and fitness reimbursement.
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Generous time off: 4 weeks vacation, 9 wellness days, and 1 volunteer day annually.
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Hybrid work model: 3 days per week in either the Montreal or Toronto office.
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Opportunity to work abroad for up to 4 weeks per year.
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Incentive plans, referral bonuses, and RRSP matching.
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Continuous learning opportunities including access to Coursera, an external training budget, and mentorship programs.
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Optional parental leave top-up.
Working Hours: Standard full-time working hours are assumed to be approximately 40 hours per week, with flexibility often provided within a hybrid work model, allowing for effective management of design tasks and collaboration with international teams.
π Enhancement Note: The salary range is an estimation based on common compensation data for senior product designers in Toronto and Montreal. The benefits package is comprehensive, reflecting a strong emphasis on employee well-being and professional development, which are key attractors for senior talent in the tech industry. The "work abroad" benefit is a unique perk that could appeal to experienced professionals seeking flexibility.
π― Team & Company Context
π’ Company Culture
Industry: Health Technology (HealthTech), Digital Health, Employee Benefits Platform. Dialogue operates in a rapidly evolving sector focused on improving healthcare access and outcomes through technology. This context necessitates a design approach that is sensitive to user privacy, regulatory compliance, and the need for clear, trustworthy communication.
Company Size: Dialogue is a growing, established tech company, likely falling into the 200-500 employee range based on its stated impact of serving over 10 million Canadians and employing a hybrid model across two major cities. This size suggests a structure that balances established processes with the agility and innovation characteristic of a scale-up.
Founded: Dialogue was founded in 2016. This relatively recent founding means the company is likely in a growth phase, continuously innovating and scaling its products and operations. This environment typically fosters a dynamic, forward-thinking culture.
Team Structure:
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The Senior Product Designer will be part of the Client Stream product team, which is responsible for the core offerings and employer-facing administrative portal.
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This team likely operates on an agile (Scrum) methodology, implying close collaboration with Product Managers, Engineers, and potentially QA specialists within a dedicated squad.
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The reporting structure is expected to be within a Product or Design leadership hierarchy, with opportunities to interact with senior leadership, including the CEO, for strategic discussions.
Methodology:
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Data-Driven Design: The emphasis on "measurable impact" and "evidence-driven iteration" suggests a strong reliance on data analytics and user feedback to inform design decisions and track success.
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Agile Development: The mention of "scrum team" and "agile research" indicates that design processes are integrated into an iterative development cycle, prioritizing speed, flexibility, and continuous improvement.
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User-Centricity: Core to the role is a deep understanding of user needs, both for members accessing care and for employers managing programs, driving the design of intuitive and effective digital experiences.
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AI Integration: A forward-looking approach is evident in the requirement to leverage AI tools, suggesting an openness to adopting new technologies to enhance design velocity and outcomes.
Company Website: https://www.dialogue.co/
π Enhancement Note: The company's focus on health technology and serving a large population implies a high degree of responsibility and a need for robust, reliable, and user-friendly design solutions. The culture likely values innovation, collaboration, and a strong sense of purpose, given the mission-driven nature of health tech. The company's founding date suggests a mature startup environment, balancing rapid growth with established operational frameworks.
π Career & Growth Analysis
Operations Career Level: This role is positioned as "Senior Product Designer." This level typically signifies an individual contributor with significant autonomy and expertise, capable of taking ownership of complex design challenges from conception to completion. Senior designers are expected to mentor junior team members, influence product strategy, and contribute to the evolution of the design system and processes. In the context of Dialogue's Client Stream, this means driving significant improvements in user experience that directly impact customer acquisition, retention, and overall market penetration.
Reporting Structure: The Senior Product Designer will likely report to a Product Design Manager or Head of Product Design. They will work within a cross-functional Scrum team, collaborating closely with Product Managers and Engineering Leads. Direct interaction with senior leadership, including executives and potentially the CEO, is noted for strategic discussions, indicating a high level of visibility and influence for this role.
Operations Impact: The "Client Stream" is where product meets "real-world scale," impacting over 10 million Canadians. The Senior Product Designer's work will directly influence:
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Employer Adoption & Retention: By designing intuitive administrative portals and demonstrating measurable outcomes, the role contributes to the value proposition for employers, driving sales and reducing churn.
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Member Engagement & Satisfaction: Improving the experience of accessing healthcare services leads to higher member satisfaction, better health outcomes, and reinforces the company's mission.
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Revenue Growth: The successful launch of new offerings (e.g., Women's Health, Medical Second Opinion) and the strengthening of core services directly contribute to Dialogue's market expansion and revenue generation.
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Operational Efficiency: Designs that simplify administration for clients and members can reduce the load on Dialogue's internal support and operational teams.
Growth Opportunities:
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Design Leadership: Opportunities to grow into a Lead Product Designer or Design Manager role, taking on more strategic oversight and team management responsibilities.
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Specialization: Deepen expertise in specific areas such as healthcare design, B2B2C product strategy, or AI-driven user experiences.
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Cross-functional Mobility: Potential to move into Product Management or other strategic roles within the company by leveraging design thinking and user advocacy skills.
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Mentorship & Skill Development: Formal and informal mentorship opportunities, along with a generous learning budget, support continuous skill enhancement in cutting-edge design practices and technologies.
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Impact at Scale: The opportunity to shape products used by millions, offering significant professional satisfaction and a chance to make a tangible difference in healthcare accessibility.
π Enhancement Note: The "Operations Impact" section highlights how design decisions directly translate into business outcomes, which is crucial for understanding the strategic value of this role beyond just creating interfaces. The growth opportunities are framed to appeal to ambitious senior professionals looking for career advancement and skill development within a mission-driven organization.
π Work Environment
Office Type: The company offers a hybrid work model, requiring 3 days per week in either the Montreal or Toronto office. This indicates a structured approach to in-office collaboration, balancing the benefits of face-to-face interaction with the flexibility of remote work. The offices are likely designed to foster collaboration and innovation.
Office Location(s):
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Toronto, Ontario, Canada: A major North American tech hub, offering excellent connectivity and a vibrant professional ecosystem.
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Montreal, Quebec, Canada: Another significant center for technology and innovation, known for its strong design and creative communities.
Workspace Context:
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Collaborative Hubs: The office environment is expected to provide spaces conducive to teamwork, brainstorming, and formal/informal meetings, facilitating the close collaboration required for agile product development.
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Technology & Tools: Access to modern design software (like Figma), prototyping tools, and potentially front-end development environments will be standard. The company's commitment to AI tools suggests integration of AI-powered design assistants or platforms.
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Team Interaction: The hybrid model ensures regular opportunities for designers to connect with their immediate Scrum team (Product Managers, Engineers) and broader product and design departments, fostering a sense of community and shared purpose.
Work Schedule: The standard working hours are approximately 40 hours per week. The hybrid model offers flexibility, allowing individuals to manage their time effectively to meet project deadlines while balancing personal commitments. The "work abroad" policy suggests a culture that trusts its employees and supports a flexible approach to location, within defined parameters.
π Enhancement Note: The hybrid model with specific office days is a key aspect of the work environment, indicating a preference for in-person collaboration on core product development days. The dual office locations in Toronto and Montreal provide geographical flexibility for candidates within Canada. The "work abroad" benefit further underscores a modern, flexible approach to work.
π Application & Portfolio Review Process
Interview Process:
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Initial Screening: A brief call with a recruiter to assess basic qualifications, cultural fit, and alignment with the role's core requirements. Be prepared to articulate your interest in Dialogue and the Client Stream.
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Portfolio Presentation & Design Challenge: A key stage involving a presentation of your portfolio, focusing on 2-3 impactful projects. This will likely be followed by a design exercise or whiteboard challenge, assessing your problem-solving skills, design thinking, and ability to articulate your process under pressure.
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Team/Hiring Manager Interviews: Discussions with the hiring manager and potential team members (Product Managers, Engineers, fellow Designers). These interviews will delve deeper into your experience, collaboration style, and how you handle specific design challenges.
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Executive/Stakeholder Interview: A final conversation, possibly with a senior leader or executive, to assess strategic thinking, leadership potential, and overall cultural alignment.
Portfolio Review Tips:
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Curate for Impact: Select projects that best demonstrate your senior-level expertise, problem-solving skills, and ability to deliver tangible outcomes, especially those relevant to B2B2C, regulated environments, or large-scale user bases.
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Tell a Story: For each project, clearly articulate the problem, your role, the process (research, ideation, prototyping, testing), the trade-offs made, and the measurable results. Use visuals effectively.
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Highlight AI & Prototyping: Showcase how you've used AI tools to improve your design process and demonstrate your proficiency in rapid prototyping (Figma, code) and user testing.
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Focus on Trade-offs: Be prepared to discuss difficult design decisions and how you navigated constraints like timelines, policy, or operational realities.
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Tailor to Dialogue: Research Dialogue's mission, values, and products. Frame your experience in a way that shows how you can contribute to their specific goals, particularly within the Client Stream.
Challenge Preparation:
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Understand the Nuances: Expect challenges that test your ability to handle ambiguity, design for complex user flows, or make informed trade-offs. Consider scenarios related to healthcare access, employer administration, or member engagement.
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Structure Your Approach: Clearly articulate your design process: define the problem, identify constraints, brainstorm solutions, prioritize, justify your choices, and outline how you'd test and iterate.
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Think Scale & Regulation: Consider how your proposed solutions would scale to millions of users and adhere to potential regulatory requirements or privacy concerns.
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Communicate Clearly: Practice explaining your thought process concisely and persuasively. Be ready to answer follow-up questions and engage in a collaborative problem-solving discussion.
π Enhancement Note: The interview process emphasizes practical application and strategic thinking, moving beyond just visual design skills. The portfolio review is crucial, and candidates must be prepared to discuss "shipped outcomes" and "measurable impact." The mention of "AI-native + prototype-forward" and designing for "real-world AI behaviors" suggests the design challenge might involve scenarios related to AI integration or managing AI-driven uncertainty.
π Tools & Technology Stack
Primary Tools:
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Figma: Expected to be the primary tool for UI design, wireframing, and interactive prototyping. Proficiency in its advanced features, collaboration capabilities, and component-based design is essential.
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Prototyping Tools: Beyond Figma, familiarity with other rapid prototyping tools or methodologies for quick validation (e.g., InVision, Principle, or even lightweight front-end code).
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AI Design Tools: Experience with AI-powered design assistants or platforms for idea generation, content creation, or workflow automation.
Analytics & Reporting:
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User Analytics Platforms: Familiarity with tools like Amplitude, Mixpanel, or Google Analytics to understand user behavior, track feature adoption, and measure the impact of design changes.
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Data Visualization Tools: Ability to interpret data from dashboards and reports to inform design decisions and communicate impact.
CRM & Automation:
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While not directly a design tool, understanding how design impacts CRM systems (e.g., Salesforce, HubSpot) and automated workflows is beneficial, especially for the employer admin portal. This includes considering data inputs and outputs from user interactions.
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Project Management Tools: Experience with tools like Jira or Asana for task management, sprint planning, and tracking progress within an agile environment.
π Enhancement Note: The explicit mention of Figma and AI tools is crucial. The emphasis on "prototype-forward" and using "lightweight front-end code" suggests a practical, hands-on approach where designers are expected to contribute to the build process or at least create highly functional prototypes that closely mimic final products. Understanding analytics is key to demonstrating the "measurable impact" required.
π₯ Team Culture & Values
Operations Values:
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Purpose-Driven Innovation: A strong commitment to using technology to improve healthcare access and outcomes for millions of Canadians, fostering a culture where work has a tangible positive impact.
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Agile & Iterative: Embracing a mindset of continuous improvement, rapid experimentation, and learning from both successes and failures within a fast-paced development cycle.
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Collaboration & Transparency: Open communication, shared ownership, and a willingness to work closely across disciplines to achieve common goals.
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User-Centricity & Empathy: A deep focus on understanding and advocating for the needs of both members and employers, ensuring that design solutions are intuitive, accessible, and valuable.
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Pragmatism & Efficiency: Balancing ambitious design vision with real-world constraints, making smart trade-offs to deliver value effectively and efficiently.
Collaboration Style:
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Cross-Functional Partnership: The design team works hand-in-hand with product management and engineering to ensure shared understanding and alignment throughout the product development lifecycle.
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Feedback-Oriented: An environment where constructive feedback is welcomed and actively sought, fostering continuous learning and improvement for both individuals and the product.
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Knowledge Sharing: Encouraging the sharing of insights, best practices, and learnings across teams to elevate the collective expertise and drive innovation.
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Data-Informed Decision Making: A culture that values evidence over opinion, using data and user research to guide strategic and tactical decisions.
π Enhancement Note: The company culture appears to be a blend of mission-driven purpose, agile execution, and collaborative innovation. The values emphasize impact, user focus, and pragmatic problem-solving, all crucial for a senior role operating at scale within the health tech sector. The collaboration style points to a high-functioning, integrated team environment.
β‘ Challenges & Growth Opportunities
Challenges:
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Designing for Scale & Complexity: Creating intuitive experiences for over 10 million diverse users, managing complex feature sets within the Client Stream, and ensuring seamless integration of new offerings.
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Navigating Regulated Environments: Designing within the constraints of healthcare regulations, privacy laws, and high-trust requirements, ensuring compliance and user confidence.
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Balancing User Needs with Business Constraints: Effectively managing trade-offs between ideal user experiences and business realities like development timelines, operational capacity, and policy requirements.
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Integrating AI Responsibly: Leveraging AI tools while ensuring ethical use, managing user expectations around AI capabilities, and designing for potential AI-related ambiguities or failures.
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Rapid Iteration & Feedback: Maintaining design quality and strategic vision while working within rapid agile sprints and incorporating frequent user and stakeholder feedback.
Learning & Development Opportunities:
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Advanced Design Skills: Deepen expertise in areas like complex journey mapping, AI-driven design, and designing for regulated industries.
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Strategic Influence: Develop skills in product strategy, roadmap planning, and influencing executive-level decision-making.
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Cross-Disciplinary Knowledge: Gain a deeper understanding of business operations, healthcare policy, and engineering challenges through close collaboration.
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Industry Exposure: Attend industry conferences, participate in webinars, and engage with other professionals in the health tech space.
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Mentorship: Benefit from mentorship from experienced leaders within Dialogue and potentially through external networks facilitated by the company's learning programs.
π Enhancement Note: The challenges highlight the strategic and complex nature of the role, requiring not just design execution but also strong problem-solving and strategic thinking. The growth opportunities are geared towards career advancement and skill development, aligning with the senior level of the position. The emphasis on AI integration as both a challenge and an opportunity is particularly noteworthy.
π‘ Interview Preparation
Strategy Questions:
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"Describe a time you had to make significant design trade-offs due to product or operational constraints. How did you approach it, and what was the outcome?" (Preparation: Think of a project where you had to compromise on ideal design for practical reasons. Focus on your decision-making process, communication, and the resulting impact, highlighting how you still delivered value.)
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"How would you approach designing a new feature for our Client Stream that aims to improve employer engagement with employee health data insights?" (Preparation: Break down the problem. Consider target users (employers), their goals, potential data points, privacy concerns, and how to present insights clearly and actionably. Outline your research, ideation, and prototyping steps.)
Company & Culture Questions:
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"Why are you interested in Dialogue and specifically in designing for our Client Stream?" (Preparation: Research Dialogue's mission, values, and recent product announcements. Connect your passion for health tech and large-scale product impact to their goals.)
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"How do you see your role as a Senior Product Designer contributing to our hybrid work environment and cross-functional collaboration?" (Preparation: Emphasize your proactive communication, ability to work independently and collaboratively, and your approach to fostering strong relationships with product and engineering teams, especially in a hybrid setting.)
Portfolio Presentation Strategy:
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Focus on Impact: Prioritize projects that demonstrate tangible results and a clear return on investment (ROI) for the business or significant value for users.
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Narrative Arc: For each case study, tell a compelling story: problem, your role, process, challenges, solutions, and outcomes. Use visuals to support your narrative.
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Highlight Relevant Experience: Emphasize projects that showcase your experience with B2B2C products, regulated industries, AI integration, and designing for complex user journeys.
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Demonstrate Seniority: Show leadership in problem-solving, strategic thinking, and influencing stakeholders.
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Be Ready for Deep Dives: Anticipate questions about your design decisions, trade-offs, and how you handle ambiguity and feedback.
π Enhancement Note: The interview preparation advice focuses on showcasing strategic thinking, problem-solving skills, and alignment with Dialogue's mission and operational context. The emphasis on discussing trade-offs, AI integration, and measurable impact directly reflects the requirements outlined in the job description.
π Application Steps
To apply for this Senior Product Designer position:
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Submit your application through the provided link on ats.rippling.com.
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Tailor your Resume: Highlight keywords and experiences directly related to Senior Product Design, UI/UX, prototyping, agile methodologies, B2B2C products, and experience in regulated industries. Quantify achievements wherever possible.
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Curate Your Portfolio: Select 2-3 of your most impactful projects that best showcase your senior-level skills, problem-solving abilities, and experience with scale, AI, and complex user journeys. Focus on projects with demonstrable outcomes.
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Prepare Your Presentation: Practice walking through your portfolio projects, focusing on the narrative of problem, process, trade-offs, and measurable impact. Be ready to discuss your approach to AI integration and rapid prototyping.
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Research Dialogue: Understand their mission, values, target audience, and the specific goals of the Client Stream product. Be prepared to articulate why you are a strong cultural and strategic fit.
β οΈ Important Notice: This enhanced job description includes AI-generated insights and operations industry-standard assumptions. All details should be verified directly with the hiring organization before making application decisions.
Application Requirements
Candidates should have 5+ years of UI/UX design experience with a strong portfolio. They must demonstrate leadership in research and solution development, particularly in regulated environments.