ML

My Full Project Portfolio

A comprehensive collection of my work. Use the filters to explore projects by category or department.

Please note: The data and scenarios in these projects are for demonstration purposes, using either public data or details that have been altered to protect confidentiality.

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rNPV Financial Model Project
Use the App
Financial Modeling
Finance

Dynamic Valuation Modeler

Problem

Traditional spreadsheet-based rNPV models are often static, error-prone, and ill-suited for the complex, long-term scenario analysis required in biotech.

Solution

A comprehensive, web-based rNPV model supporting 20-year forecasting with real-time adjustments for key drivers like success rates, market size, and costs.

Impact

Significantly accelerated project valuation and enabled robust, real-time scenario modeling, improving investment decision accuracy.

Excel rNPV Model Project
View Sheet
Financial Modeling
Finance

Advanced rNPV Excel Model

Problem

Valuing complex, multi-phase biotech projects required a robust, transparent, and auditable financial model in a familiar tool.

Solution

A comprehensive rNPV-Modell in Excel with detailed scenario analysis, sensitivity testing, and integrated data visualizations.

Impact

Provided a strong, auditable foundation for data-driven project valuation and became the standard template for future assessments.

Financial Dashboard Project
View Dashboard
Data Analysis
Finance

Financial KPIs Dashboard

Problem

The executive team lacked a real-time, unified view of the company’s financial health, making strategic decisions slow and reactive.

Solution

An interactive dashboard centralizing data on revenue, costs, profit margins, and variance analysis against forecasts.

Impact

Dramatically accelerated strategic decision-making and reduced monthly financial reporting preparation time.

Stock Market Analysis Project
View Analysis
Data Analysis
Finance

Stock Price Analysis

Problem

Needed to understand and quantify the impact of market news and sentiment on stock price volatility for a specific biotech company.

Solution

A dynamic model and presentation correlating daily stock prices with specific news events, analyst ratings, and social media sentiment.

Impact

Provided clear, data-driven insights into market drivers, identifying factors that explained a majority of short-term price movements.

Clinical Trials Data Analysis Project
View Visualizer
Data Analysis
Clinical

Clinical Trial Data Visualizer

Problem

Raw, complex data from clinical trials was difficult to interpret, hindering the ability to quickly identify trends and safety signals.

Solution

An analytical tool to visualize patient data, identify efficacy trends, and assess safety profiles across different cohorts and time points.

Impact

Generated key insights that informed the design of the next trial phase, potentially saving millions in research costs.

Clinical Trial Pipeline Card Project
View Card
Data Analysis
Clinical

Clinical Trial Pipeline

Problem

Needed a clear, high-level overview of the entire clinical trial pipeline for executive-level reporting and quick status checks.

Solution

A visual dashboard card tracking the status, patient enrollment progress, and key timelines for each study in the pipeline.

Impact

Provided at-a-glance pipeline visibility, enabling stakeholders to assess portfolio health in under 60 seconds.

Market and Project Evaluation Project
Review Case
Business Strategy
Strategy

New Drug Market Evaluation

Problem

A framework was needed to demonstrate how to assess the commercial viability and strategic fit of a novel drug candidate using public data.

Solution

A strategic business case template was developed to analyze market size, competitive landscapes, and clinical data using public information.

Impact

The framework showcases a standardized, data-driven process for evaluating market opportunities and informing strategic planning.

Scientific Presentation Project
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Business Strategy
Strategy

R&D Project Viability Presentation

Problem

Needed to secure internal stakeholder buy-in for a promising R&D project by showcasing its scientific merit and market potential.

Solution

An interactive presentation translating complex clinical trial data into a compelling business case, highlighting the project's efficacy and strategic fit.

Impact

Successfully aligned key stakeholders and secured budget by clearly articulating the commercial opportunity based on the team's research.

EU Knowledge Presentation Project
View Strategy
Business Strategy
Strategy

ReTEX: EU Circular Economy Strategy

Problem

Tasked to develop a strategic concept for a potential EU-funded project focused on creating a circular economy for textiles.

Solution

A formal proposal for "ReTEX," a platform to connect stakeholders and ensure full traceability in the textile lifecycle.

Impact

Provided a viable strategic framework that was used as a basis for a multi-partner grant application to the EU.

HR Management Application Project
See App
Application Creation
HR

Internal HR Management App

Problem

Manual, paper-based HR workflows for payroll, employee records, and performance reviews were inefficient and error-prone.

Solution

A custom, full-stack application to digitize and automate core HR processes, including a central employee database and performance tracking.

Impact

Streamlined HR operations, reducing administrative workload by 30% and eliminating data entry errors.

Contract Management App Project
Explore Hub
Application Creation
Finance

Contract Administration Hub

Problem

Decentralized contract tracking led to missed renewal dates, compliance risks, and inefficient supplier management.

Solution

A central application to create, track, manage, and receive alerts for the entire contract lifecycle.

Impact

Eliminated manual tracking effort and improved contract compliance, mitigating legal and financial risks.

Clinical Trial Site Selection Project
Try Tool
Application Creation
Clinical

Clinical Trial Site Selector

Problem

Selecting optimal sites for clinical trials was a slow, manual process based on outdated information, leading to delayed recruitment.

Solution

A data-driven application to analyze geographic, demographic, and historical performance data for potential trial sites.

Impact

Improved patient recruitment efficiency by helping to identify and prioritize high-performing clinical trial sites.

HR Self-Service Portal
View Portal
Application Creation
HR

HR Self-Service Portal

Problem

HR processes were fragmented, causing confusion for employees and heavy workloads for HR staff.

Solution

A centralized self-service portal to standardize policy access, automate forms, and streamline approval workflows.

Impact

Reduced HR ticket volume and improved employee experience by creating a single source of truth for HR tasks.

HR Analytics Dashboard
View Dashboard
Data Analysis
HR

People Analytics Dashboard

Problem

HR data on turnover, compensation, and performance is fragmented, making it hard to spot trends or risks.

Solution

A centralized dashboard providing a real-time, unified view of key HR metrics and workforce analytics.

Impact

Enables data-driven decisions on talent management, leading to improved employee retention.

Biotech Asset Valuation Modeler
View Modeler
Financial Modeling
Finance

Biotech Asset Valuation Modeler

Problem

Complex biotech cases are difficult for non-specialists to understand, as risk-adjusted value lives in separate files.

Solution

An interactive valuation dashboard unifying rNPV, PoS, and market rationale in one navigable, multilingual interface.

Impact

Enabled faster, clearer decisions by showing at-a-glance outcomes (rNPV €12.3M) anchored to key assumptions.

Lab Data Integrity Checker
Check Data
Application Creation
Clinical

Lab Integrity Challenge

Problem

Passive, slide-based GLP/GMP refreshers fail to ensure comprehension or provide auditable proof of completion.

Solution

An interactive micro-simulation app that guides users through lab choices, quizzes them, and generates a trackable, customized completion certificate. It can be widely used across different applications.

Impact

Improves engagement and creates a defensible training record, giving QA and HR verifiable proof for audits across various applications.

360 Out-Licensing & Diligence Hub
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Business Strategy
Strategy

360° Out-Licensing & Diligence Hub

Problem

Out-licensing partners need a unified view of a drug's MoA, market, risks, and financials for efficient diligence.

Solution

A 360° partner-facing dashboard organizing all key diligence data (market, finance, clinical) with language toggles for seamless review.

Impact

Enables crisper evaluations and shorter diligence cycles by framing a partnership ask with clear financial data.

Project Financing Proposal
View App
Financial Modeling
Finance

Project Financing Proposal

Problem

Financing memos often bury key information, forcing reviewers to hunt for the funding request and repayment logic.

Solution

A lender-ready dashboard that front-loads the funding request (€45.3M) and ties it to clear milestones and risk mitigations.

Impact

Drives faster credit decisions by stating the ask, use of funds, and a supporting rNPV of €1.061B.

Oncology Asset Strategy & Valuation
Manage Pipeline
Business Strategy
Strategy

Oncology Asset Strategy & Valuation

Problem

Translating early scientific differentiation into a financial case requires connecting MoA, unmet need, and market value.

Solution

A portfolio-style dashboard interlocking an executive summary with financials, licensing scenarios, and market data.

Impact

Fosters better prioritization by showing how assumptions drive valuation (rNPV €15.5M, Peak Sales €750.8M).

Scientific Data Analysis Dashboard
View Dashboard
Data Analysis
Clinical

Scientific Data Analysis Dashboard

Problem

Communicating a diagnostic's value to a mixed audience is challenging without a single, clear narrative.

Solution

A concise, multilingual dashboard framing the product's highlights, utility, market, and roadmap, labeled as illustrative.

Impact

Speeds comprehension for non-experts by presenting a clear story while managing data fidelity expectations.

Investor Relations Dashboard
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Financial Modeling
Finance

Investor Relations Dashboard

Problem

Investor updates for frontier oncology can be complex, making it hard to absorb intersecting data.

Solution

An interactive, tabbed investor view that scaffolds the narrative from problem to valuation with language switching.

Impact

Creates stronger signal-to-noise for investors by showing base-case outcomes and key assumptions clearly.

Interactive Sales & Marketing Dashboard
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Data Analysis
Strategy

Interactive Sales & Marketing Dashboard

Problem

Public company snapshots are often static and quickly become outdated, leaving investors without a single source of truth.

Solution

A compact investor microsite that combines an executive summary, market data, and financials in a live format.

Impact

Allows investors to quickly calibrate the company's stage and runway with at-a-glance financials like cash and burn rate.

Dynamic Project Valuation Tool
Value Project
Financial Modeling
Finance

Dynamic Project Valuation Tool

Problem

Static valuation memos discourage what-if exploration and make sensitivity logic opaque to non-financial stakeholders.

Solution

An interactive narrative pairing the story of a project with its numbers, guiding users through assumptions and outputs.

Impact

Drives faster, more informed decision cycles by showing how qualitative and quantitative inputs combine into an investment case.

Portfolio Investment Dashboard
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Financial Modeling
Finance

Portfolio Investment Dashboard

Problem

Corporate dashboards often fragment the strategic narrative, splitting milestones, financials, and market data across different views.

Solution

A unified, portfolio-style company view with clear tabs for each data slice, designed to be read like a cohesive, living brief.

Impact

Sharpens alignment between teams and stakeholders by presenting a single, up-to-date narrative.

Central Operations Hub
View Hub
Application Creation
Strategy

Central Operations Hub

Problem

Multi-location operators suffer from "data blindness" — metrics update asynchronously, creating hidden profit leaks.

Solution

A role-aware command center that centralizes real-time data, provides actionable alerts, and standardizes reporting.

Impact

Enables quicker interventions and more consistent execution by providing a single source of truth for sales and performance.

RadioTrack Pro: Isotope Inventory
Track Isotopes
Application Creation
Clinical

RadioTrack Pro: Isotope Inventory

Problem

Tracking imaging studies via spreadsheets and email leads to delays, inconsistent data, and poor visibility across sites.

Solution

A purpose-built study tracker to centralize timelines, QC, and DICOM handling, enforcing process consistency.

Impact

Leads to fewer late reads and cleaner compliance data, streamlining the entire imaging study workflow.

Finsight: Automated Financial Reporting
View Report
Application Creation
Finance

Finsight: Automated Financial Reporting

Problem

Finance teams need a single source of truth to reconcile data, model scenarios, and present live insights to other departments.

Solution

A concept for a consolidated finance dashboard, combining a data warehouse with live views for close, cash flow, and forecasting.

Impact

Aims to enable faster closes and more credible financial plans by replacing scattered spreadsheets with a unified platform.

Company Portfolio Overview
View Overview
Business Strategy
Strategy

Company Portfolio Overview

Problem

Leadership needs a real-time, high-level overview of performance across all business units to make informed strategic decisions.

Solution

A centralized dashboard consolidating key metrics from various departments to provide a unified view of the entire company portfolio.

Impact

Enables faster, data-driven strategic planning and resource allocation by offering a clear snapshot of a_ll business health.

Conference Presentation
View Presentation
Business Strategy
Strategy

Conference Presentation: Strategic Insights

Problem

Communicating complex data and strategic recommendations to a diverse conference audience requires a clear and engaging narrative.

Solution

A polished presentation designed for a conference, translating in-depth analysis into a powerful story with clear visuals.

Impact

Effectively conveyed the core message, sparking discussion and reinforcing thought leadership in the subject area.

Team Directory Application
View Directory
Application Creation
HR

Team Directory

Problem

Finding employee contact information and understanding team structures is difficult in a growing organization with disconnected systems.

Solution

A centralized, searchable team directory application that provides easy access to employee profiles, contact details, and reporting lines.

Impact

Improved internal communication and collaboration by making it simple for anyone to find and connect with colleagues.