Designing Clarity
A curated glimpse of my STEM, Analytics & EDIA endeavors, offering insight into how I make complex information approachable.
My work experience spans large cross border projects, research, full-stack data analytics, equity-focused non-profit programs, program & system scaling, board leadership and mentorship initiatives. I engage in thoughtful, collective partnerships & data-informed approach to fostering EDIA and opportunities.
EDIA Specific Project Examples
Tailored EDIA Strategies and Initiatives that drive sustainable, lasting outcomes.
Revised PIP creating:
Supportive Performance & Expectation Plan (Synopsis)
Opportunity - Approaching & Developing a Fair Performance Improvement Plan (PIP)
🔎 Methodology: Took time to understanding current situation, learn about organization, leader’s responsibilities, thinking, emotions as well as learning about direct report’s skills & personal challenges.
📝 Discussed potential bias’, current ideology of a PIP & reframed for Balance of Power
📝 Created succinct education packet for leader discussing: Duty to Inquire, Outlining Organizational Needs & Impact, Duty to Accommodate process PLUS understanding of Power Dynamics, Disability, Culture & typical Workplace socialization.
📝 Revising Performance Plan coaching - collaborative development through safe, transparent & open discussion
🌟Outcome: Simple shifting of working hours and increased communication between leader & direct report. Outstanding turnaround for deliverables within a month in addition to further development of trust between leader & direct report. The positive change has resulted in further responsibilities & gradual promotion to direct report.
🔎 Root Cause Inquiry: Created a RCA Questionnaire to gather information from leader to ascertain reason for initial predicament.
🔎 Discovery: Existing system with minimal structure or supports
💡 Solutions: Leader to continue leading with a understanding & positive attitude. Improvements - begin courses to support further leadership development & seek out mentorship with other successful leaders.
Cambridge Capstone:
Comprehensive EDIA Evaluation & Strategy Recommendations (Synopsis)
Opportunity - Comprehensive Analysis of DEI Status, Challenges & Strategies to achieve successful Culture for a Fortune 500 Retailer
NOTE: There is a limited amount of information that I can post for this evaluation. However, for more examples of technical prowess, please scroll down to the “Scalable Insight Systems” section on this page.
🔎 Methodology: Ascertain Target DEI goals, Current Diversity (employee & local) Data for Analysis, Feedback/Comment Analysis, Recruitment & Retention Evaluation, Primary Barriers to Success, Program evaluation, Recommendations for Improvements & KPI/Data Foundations for future success measurement.
🔎 DEI Goals - Aligned with Local Demographics:
📝 Gender Targets: Try to achieve a 50% women and 50% men workforce with gender balance across all roles, including technical (STEM) and leadership positions.
📝 Racial Targets: Reflect local demographic diversity with 63% people of color and 37% white employees where local colleges/universities have diverse recruits
📝 Supportive Policies: Pair targets with organizational policy improvements to foster an inclusive environment.
🔎 Current Challenges:
📝 Gender Disparity: Women were underrepresented in leadership roles (only 2.56% in senior leadership) and technical positions
📝 Racial Disparity: White employees dominated mid-level (65.2%) and senior-level (87.2%) roles with Indigenous & other racialized groups severely underrepresented
📝 Cultural Issues: Identified white male-dominated culture, harassment, favoritism and lack of accountability created an unwelcoming environment for women and racialized employees
📝 Recruitment and Retention: Biased recruitment & hiring practices, lack of mentorship and inequitable career progression hindering DEI progress
🔎 Barriers to Success - Matrix Analysis:
📝 Organizational: Identified dysfunctional culture, poor accountability and inconsistent recruitment processes
📝 Individual: Implicit biases, favoritism and abusive behaviors from mid-level management
📝 Lack of Trust: Employees distrust existing reporting systems (e.g., ethics hotline) due to perceived favoritism and lack of follow-through
💡 Solution - Recommended Strategies:
📝 Cultural Changes: Implement harassment and bias training, create anonymous whistleblower systems and retrain leadership on respectful management practices
📝 Recruitment Overhaul: Target new networks, ensure transparent job postings and restructure current hiring process to reduce bias
📝 Career Development: Introduce mentorship programs, equitable promotion processes and career development initiatives for underrepresented groups
📝 Data Tracking: Regularly collect and analyze demographic and employee satisfaction data to measure DEI progress
💡 Solution - Implementation Actions:
📝 Short-Term Actions: Focus on creating a safe and inclusive environment, updating policies and addressing harassment
📝 Long-Term Actions: Establish measurable DEI metrics, track progress and ensure transparency in data reporting
📝 Continuous Improvement: Adopt the principle of "continuous improvement” to adapt DEI initiatives over time
💡Conclusion
The organization will be able to achieve their DEI goals as they genuinely make large steps towards fairness & respect in the workplace. However, there needs to be awareness of resistance to change through emotional backlash from groups perceiving DEI initiatives as exclusionary while also attempting to mitigate the risk of tokenism, stigmatization of diverse hires and complacency in DEI efforts. Through persistent efforts, cultural transformation and accountability they can ensure that there is genuine inclusion of diverse employees by implementing the recommended strategies. The organization can continue to create a fair, inclusive and competitive workplace that reflects the diverse communities it serves.
Program & System Implementation/ Management:
Equity Leadership
Tailored Fair Team Systems & Programs that deliver impact.
Projects demonstrate a thoughtful, evidence informed approach to advancing sustainable change.
Focus on Team Leadership, Team Collaboration, Team Consensus, All Ages Mentorship.
More details in Sections near end of page.
AVE Network
Scalable Insight Systems
Science - Grounded Insight
Data work anchored in scientific methodology—transforming complex variables into clear, evidence-based results. Each dashboard reflects disciplined analysis built to withstand scrutiny and drive sustainable outcomes.
Data Integrity & Structure
Reliable insights start with structured data. Every model, architecture and integration is governed by rigorous data management and quality control—ensuring the systems behind the dashboards are scalable and sustainable.
Strategic Growth Design
Analytics serve strategy when designed for long-term impact. Each visualization connects to broader goals: growth, inclusion and informed decision-making across evolving organizational needs.
Here is a One-page Power BI dashboard demonstrating analytics and technical skill, featuring a matrix and interrelated tables built from large public EDIA datasets to highlight trends and insights in equity, diversity and inclusion.
**NOTE: This data has not be confirmed but is publicly available. It is for demonstration purposes only. Dimensions of Diversity will be tailored to projects.
Here is a Three-page Power BI report showcasing full-stack data analysis and interactive visualizations with public EDIA datasets; illustrating patterns, comparisons and insights to support data-driven DEI strategy and decision-making.
**NOTE: This data has not be confirmed but is publicly available. It is for demonstration purposes only.
Full Data Management, Architecture and Master Data work behind these projects is invisible when dashboards are published. Each Dashboard reflects not just analytics, but the underlying models, integrations and governance workflows that make the insights reliable and easily scalable.
Non-profit & Board Leadership
It all began with an idea - Inform to Empower others
✓ I didn’t want others to struggle like I did.
✓ I wanted peers to Succeed.
✓ Succeed at a younger age.
✓ Succeed to become future Leaders & Mentors.
✓ Succeed to Build a Fairer and more Meritocratic Future for the next generation
So, I choose to stick my neck out and turn what many of us did on the side into a collective impacting a wider range of peers in our demographic.
Quietly. Safely. Collectively.
The way WE told our stories and shared our knowledge made all the difference.
AVE Network
The AVE Network Team embodied the strength of diversity and cross-generational collaboration. Each program was designed with actionable takeaways; ensuring every member left empowered to advance their career and create real results. Together, we built a community focused on hands-on learning, career growth and purposeful action.
I Engaged the Team I Led to Create:
✓ Board Initiatives & Team created Equity-driven programs - All Designed to foster Inclusion, Opportunity and Personal Empowerment
✓ The Work reflects strategic oversight and leadership in advancing community-focused outcomes.
✓ Programs and mentorship efforts that support underrepresented communities in STEM and beyond.
🎯 We Actioned: Leading Equity & Personal Empowerment Education
⛔ We rejected performative inspiration; every initiative was built to drive tangible change, empowering participants through actionable learning, concrete skill and meaningful progress
Current Board Vice President
Guiding long-term planning and capital projects for a multi-generational community of diverse residents
📝 Had served as Board Member many years ago and have been brought on again for Major Projects
🎯 Developing the Board’s onboarding and communication workflow to foster alignment, transparency and safe collaboration
🎯 Co-Leading strategic oversight of $2M+ redevelopment and renewal initiatives
🎯 Integrate accessibility, sustainability and inclusion into all planning decisions
🎯 Advise on Human Rights–based approaches to resident needs and community design
🎯 Oversee $3M+ in annual budgeting for maintenance, renovations and capital works
Shaping Student STEM Pathways
Empowering equitable access and curiosity in future innovators.
All Ages Mentorship
Mentored learners of all ages through personalized guidance and presentations, fostering fairness, confidence, inclusion and equitable pathways into STEM careers.
Sample Presentation: DEI in STEM presentation for CFIS students
Directed a City-Wide transformative STEM mentorship program championing equity and empowerment for Grade 8 Young Ladies, cultivating inclusion, partnership and pathways toward future-ready STEM careers.
As Board Members of the APEGA Foundation, we advanced equitable access to STEM education across Alberta by directing $600K+ in bursaries, scholarships and outreach funding. Through strategic governance and stakeholder engagement, we strengthened partnerships, promoted STEM awareness and equity and empowered underrepresented students in engineering and geoscience.
Applied STEM Focused Data & Analytics
Transforming complex STEM data into actionable insights through critical thinking, structured analysis & methodical problem-solving
Highlights
✨ Data Analytics & Scientific reasoning for STEM problem-solving
✨ Design and implementation of analytics architecture and dashboards
✨ Large-scale systems implementation & cross-border software scaling
✨ GIS mapping & cartography for spatial analysis
✨ Peer review, reporting and visualization of complex datasets
✨ STEM & geology mentorship, course instruction and program design
✨ Large-scale calculations and modeling to support research and operational decisions
✨ Strategic problem-solving informed by critical thinking and structured methodologies
Science Work Samples
Geographic Information Integration
Detailed Qualitative Evidence Gathering
Qualitative (Physical) Evidence to Quantitative Data for Analysis
Numerical Data Correlation to Physical Evidence
Animations of complex Science Topics for Education
Large Scale (Cross-Border) Systems Data Alignment, Implementation & Scaling
Supported Peers through Various types of Training. Sample of Adobe Illustrator Handbook that accompanied a hands-on Course (Click on Image)
Other Basic Samples
Collection of Qualitative (Physical) Information with descriptions - Convert this information into measurable Quantitative Information for Analysis and Measurement
Integrated Multiple Sources of Data for Cartographic Overlays to support analytics and provide visual referencing
Typical to large scale calculations for analysis, decision making and displaying in various ways for visual referencing