Projects
Business analysis, operational systems, digital products and analytics work.
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Enterprise operationsLIVEAGL ERP Systems
A working ERP for Automobiles Ghana Ltd, connecting sales, workshop, HR, administration and finance workflows.
Work & features
- Translated operational requirements into system specifications and coordinated implementation.
- Replaced disconnected paper and WhatsApp processes with centralized data capture and operational reporting.
- Supported staff adoption through training in data capture, reporting, teamwork and workplace ethics.
- Production-ready ERP delivered in under 32 weeks during the October 2024–July 2026 role.
Tools & methods
- JavaScript
- Google Sheets API
- PWA
- Kanban
- QR staff access
Sign-in is required to access the ERP workflows. My project document includes dashboard examples. The campaign's GHS 1,200 to GHS 2,700 result dates to 2024.
Nonprofit and digital product developmentLIVEBlkk Star Legacy Organization
The live parent website for a Ghanaian nonprofit connecting education, culture, commerce and community.
Work & features
- Co-developed organizational architecture, requirements and implementation plans.
- Established shared brand and product frameworks and coordinated research, design and technical work.
- Tracks actions, dependencies and risks across commerce, analytics and food-system prototypes.
Tools & methods
- Next.js / React
- TypeScript
- Requirements analysis
- Operating model design
The parent website is live. Wider operational rollout and commercial validation remain in progress.
Digital trade infrastructureIN PROGRESSBlkk Star Hub
A platform in development for structured digital commerce and business operations across African MSMEs.
Work & features
- Investigates verified merchant identity, product discovery, traceability and reusable business workflows.
- Sector prototypes explore automotive commerce, food systems and tenant analytics.
- Research and staged validation guide the platform architecture and rollout.
Tools & methods
- React interfaces
- API-first architecture (proposed)
- PostgreSQL (architecture)
- Search and tenant identity (design)
Core infrastructure is closed to public access to protect it; access is available through demonstration requests. The platform architecture is still being developed, with planned services and commercial validation remaining.
Automotive commerceACTIVE PROTOTYPEBLKK Autos
A live web prototype exploring vehicle discovery and automotive merchant workflows.
Work & features
- Explores structured vehicle listings, inventory presentation and customer enquiries.
- Serves as a sector-specific validation route for the wider Blkk trade platform.
- Develops the web prototype ahead of production transactions and commercial rollout.
Tools & methods
- React Native
- Expo
- Expo Router
- Web build
The Pages frontend is open to explore. The older autos-app route redirects to the restricted Autos subdomain, where access is by scheduled live demonstration to protect intellectual property. These are separate access routes. Listings, badges and payment features remain part of the prototype; operational transactions and commercial rollout are still to be validated.
Food systems and traceabilityACTIVE PROTOTYPEFarmers Hub
A pre-pilot food-system prototype connecting farmer and market workflows with accountable trade infrastructure.
Work & features
- Explores agricultural discovery, traceability and coordination workflows.
- Supported by a project charter, investor brief and planning deck.
- Uses requirements and operating-model research to frame a potential pilot.
Tools & methods
- Web prototype
- Requirements and charter
- Traceability model
Pre-pilot demonstration using sample product, supplier and performance data. Operating scale, order fulfilment and live transactions remain future pilot milestones.
Operational analyticsACTIVE PROTOTYPEAdinkra Intelligence Systems
An analytics interface exploring tenant-level operational metrics, dashboards and drilldowns above business systems.
Work & features
- Presents multi-vertical metrics and visual analysis for decision support.
- Explores group, entity and tenant drilldowns and structured data interpretation.
- Uses demonstration metrics to explore operational reporting.
Tools & methods
- React
- Vite
- Tailwind CSS
- Recharts
- SheetJS
The public prototype capture shows the navigation shell. The analytics interface uses demonstration metrics; wider backend integration is in development.
Personal systemsLIVEMIRACLE
A mobile-first personal planning PWA exploring faith, focus, habits and guided follow-through.
Work & features
- Brings routines, personal goals and reflection into a responsive product experience.
- Uses progress and reward interactions as motivational product-design experiments.
- Extends practical workflow design into personal organization.
Tools & methods
- Mobile-first web app
- PWA
- JavaScript
Sign-in is required to access the personal planning app. Its mobile-first design brings routines, reflection and progress into one experience.
IBM learning capstoneCAPSTONE | 6 local-complete, 3 partialHealthFirst Business Analyst Capstone
Nine connected labs for a simulated hospital, from requirements and stakeholder planning through data analysis, an interactive Excel dashboard and risk mitigation.
Work & features
- Seven separate Excel workbooks and PDF/DOCX report pairs cover requirements, stakeholders, scope, analysis, dashboards and risk.
- The analysis workbook has four native PivotTables, six slicers and four charts; the dashboard has four pivots, six slicers and two charts.
- A desktop Excel check changed the appointment KPI from 200 to 38 with the Cardiology slicer and restored it on reset. The dynamic risk matrix recalculated after an R01 change.
- A two-page index maps all nine labs, their evidence, relative file links and the three remaining platform/notation requirements.
Tools & methods
- Microsoft Excel
- PivotTables and slicers
- Requirements traceability
- Stakeholder and scope analysis
- Editable SVG process models
- Risk analysis
- Python pandas and NumPy
Six labs are complete locally with review open. Local SVG diagrams do not fulfil the Lucidchart/Visio requirement; BPMN conformance is unvalidated, and the Cognos/Looker exercise is unfulfilled. Simulated data; no hospital sign-off, executed UAT, deployment or measured benefit.
DataCamp data science projectANALYSIS COMPLETE | Pilot proposedTasty Bytes Recipe Site Traffic
A historical recipe-traffic classification analysis testing whether a product manager can select homepage recipes with at least 80% precision.
Work & features
- Analysed 947 recipes, including missing nutrients, servings text and eleven observed categories; documented the provisional interpretation of 373 blank traffic labels.
- Separated training, validation and test data, and compared a select-all baseline, logistic regression and a random forest with validation-selected thresholds.
- On held-out data, the forest selected 90 of 190 recipes; 78 were High: 86.7% precision, 47.4% coverage and 67.8% recall. The 95% Wilson precision interval was 78.1–92.2%.
- Published the actual nine-page report, ten-slide presentation PDF, animated PPTX, current Google Slides and reproducible analysis files.
Tools & methods
- Python
- pandas
- NumPy
- scikit-learn
- Matplotlib
- DataCamp DataLab
- Google Slides
- PowerPoint
Historical model evaluation, not a deployed recommendation system or causal traffic/subscription lift. Blank-label meaning needs confirmation; shadow mode and a randomized pilot are proposed. The confidence interval extends below the 80% target.
Independent analytics projectIN PROGRESSOlist Marketing Funnel & E-Commerce Analysis
Python analysis of lead conversion, commerce-linked sellers and seller-to-customer delivery corridors using public Olist data.
Work & features
- Preserves one row per marketing lead by aggregating commerce records before joining seller data.
- Analysis results: 8,000 leads, 842 closed deals, 10.53% conversion, 380 commerce-linked deals and 45.13% commerce-link rate.
- Validates 97,811 eligible seller-order records across 412 state corridors; dashboard exports and Looker Studio publication remain pending.
Tools & methods
- Python
- pandas
- Matplotlib
- Jupyter
- GitHub Codespaces
My independent, self-directed project draws on MIT OpenCourseWare materials.
Family learning systemsIN PROGRESSUnified Family Educational ERP
A family learning ecosystem in active development, exploring age-appropriate interfaces and AI-assisted educational workflows.
Work & features
- Models different family roles and learning interfaces in a shared application.
- Explores learner progress, content and workflow coordination.
- Develops the application in the repository ahead of public production deployment.
Tools & methods
- React
- Vite
- Tailwind CSS
- TanStack Query
- Recharts
Active development, with AI routing and integrations still planned.
Process analysis learning artifactsCOMPLETED CASE STUDY/LABProcess Modelling & Secure Workflow Design
Text-based Mermaid and BPMN process artifacts documenting business flows and secure workflow design.
Work & features
- Documents flow sequence, decision points and responsibilities.
- Provides editable text diagrams for process discussion and refinement.
- Uses Mermaid and BPMN text sources to make workflow models easy to revise.
Tools & methods
- Mermaid
- BPMN
- Process analysis
My process-modelling learning work uses editable text-based Mermaid and BPMN diagrams.
Data analysis labCOMPLETED CASE STUDY/LABAutomotive Sales Analytics
My automotive sales-analysis exercise uses the CarSalesByModelEnd workbook.
Work & features
- Explores model-level sales data and spreadsheet reporting.
- Demonstrates data summarization and analytic communication.
- Training data and findings are separate from Automobiles Ghana operational results.
Tools & methods
- Excel
- Sales analysis
- Data visualization
Workbook-based learning lab. Platform-specific dashboard publication remains a separate step.
Spreadsheet data-quality labCOMPLETED CASE STUDY/LABMunicipal Fleet Equipment Inventory Analysis
A completed inventory workbook exercise using Montgomery fleet equipment data.
Work & features
- Works with structured equipment records and spreadsheet data quality.
- Supports inventory summarization and review.
- Brings the completed inventory analysis together in a final workbook.
Tools & methods
- Excel
- Data cleaning
- Inventory analysis
Course learning lab using Montgomery fleet equipment data.
Unpublished research working paperIN PROGRESSFormalising Africa's Informal Economy
A working paper examining accountable digital trade infrastructure and the Blkk Star Hub operating thesis.
Work & features
- Studies formalization, trust, traceability and business records in informal commerce.
- Connects research questions to prototype and operating-model design.
- Develops the research as an unpublished working paper.
Tools & methods
- Research synthesis
- Business analysis
- Operating model design
Unpublished, non-peer-reviewed working paper in development.
Professional evidence and web publishingLIVEProfessional Portfolio
I built this accessible site to bring together my analyst experience, projects, credentials and downloadable documents.
Work & features
- Shares project progress, working examples and supporting documents.
- Connects resume, certification gallery and contact/QR hub.
- Uses crawlable static routes, responsive layouts and structured metadata.
Tools & methods
- HTML
- CSS
- JavaScript
- GitHub Pages
The repository is the maintained source of this website.