Analyst Portfolio: Decision Architecture — Where Standard Approaches Fail

These are not showcase projects. Every system presented below is actively used today in a real company — as part of day-to-day management, controlling, or investment processes.

Origami Effect combines the role of financial analyst and decision systems architect. The outcome is not reports or presentations — it is systems that transform how companies operate: from manual reporting to real-time performance steering.

The projects below include financial models for investors and banks, advanced financial-operational models, controlling and management accounting systems, dashboards built with React and MongoDB, data automation in Python and VBA, and ERP integrations. Every project was created in response to a specific business problem — without templates and without off-the-shelf solutions.
What makes this portfolio different from standard analytics projects?

Origami Effect delivers a system — a tool the company can use independently, one that updates with the data and answers questions before management even asks them.

Core characteristics shared by every project

Private equity mindset — Origami Effect originates from working with PE and VC funds. This means approaching data not like a technical analyst, but like someone who had to extract investment decisions from that data. Different questions, different priorities, a different level of expectations toward numbers — and a different understanding of what truly creates company value.

Rapid understanding of the problem — clients do not need months of explanations or lengthy onboarding processes. One good meeting is enough to understand where the problem is and how to address it. This comes from years of working with companies across different industries and at different stages of growth.

Single point of responsibility — every project is handled by one person. Not a team, not a department, not a project manager standing between the analyst and the client. This ensures full understanding of the problem, fast decision-making, and direct communication.

End-to-end execution — from problem to working system. Every project covers the full cycle: understanding the business problem, designing the architecture, building the model or system, integrating operational data, creating the visual layer, and transferring knowledge. No handoffs between analyst, developer, and consultant. One person understands the whole system — and is responsible for the whole system.

Tools I would want to use myself — every project passes through one filter: is it intuitive? does it truly work? is it something you can rely on? There is no room here for “showcase solutions” — only for systems tested and validated in real-world operations.

Company Data-Driven

How to liberate data from local drives and put it to work for the entire organization

How to eliminate waiting for accounting and access management data immediately upon invoice receipt

Real Estate & PropTech

How to make smart real estate investment decisions?

A financial model that combines the technical data of a property with financial analysis, cost estimation, and market data. It allows you to assess the profitability of investments, modernizations, and redevelopments throughout the entire lifecycle of an asset.

If you want, I can also refine the tone or adapt it for marketing.

What’s Happening in the Area and How to Export It to Excel?

Automatic processing of location information, price trends, and market indicators, enabling further investment analysis.

Trade & Logistics

How much stock to order and when? — Sales forecasting based on Machine Learning

A system for planning and managing inventory, orders, and sales forecasting based on existing data and Machine Learning.

How to Control Sales of 6,000 Products?

Proprietary data architecture connecting Comarch ERP Optima, machine learning, and dedicated Excel applications into one unified, intelligent decision-making system

How to Choose the Right Customers?

Next Best Actions is a module of the Quantis system that solves this problem. Every day, automatically, and individually for each salesperson.

AgriTech & Precision Farming

How to connect 4 million calculated cells from MongoDB to a real-time React dashboard?

An advanced Financial-Operational Model (MFO) that performs complex calculations across nearly 4 million cells, stores results in MongoDB, and delivers them instantly to a modern React dashboard — giving farm owners full, real-time insight for data-driven decisions.

How much does a liter of milk cost today and tomorrow? Financial-Operational Model

An advanced MFO-class system (Financial-Operational Model) designed for farm owners who want to make all decisions based on data.

Will the farm be profitable next season? — Predictive model for yields and costs

Agricultural farms are an industry that requires precise planning and management of data, costs, and resources to achieve success.

How to record fieldwork activities? — PowerApps application for agronomists

A PowerApps-based application for task management that enables agronomists to conveniently record and monitor various activities related to crop cultivation.

How to combine budget planning with cost control? — Crop and sales management system

A comprehensive tool that allows you to plan crops, monitor their execution, and manage the sale of yields.

How much fuel was actually consumed? — Operational cost control tool

A tool designed for precise control of fuel consumption and vehicle operating costs. The application works at the intersection of operational and financial data.

How to collect cost data according to management requirements? — Invoice tracking system

Invoice recording is not just about archiving documents — it is the foundation of cost management in a company.

How to conduct a full financial analysis? — Operational efficiency assessment tool

Conducting an in-depth financial analysis of the operational activities of a large agricultural farm to identify areas for improving efficiency and determine the Technical Cost of Production.

Automation & AI and Data Science

How to analyze game data in real time? — AI system for automatic recomendations

Advanced data orchestration that automatically detects the end of a session and provides detailed statistics and AI-generated recommendations.

How to track time spent gaming? — API-based data logging system

A system for automatically collecting, recording, and analyzing data on gaming time using APIs and Machine Learning.

Venture & Growth

How to calculate earn-out after raising capital? — Capital transaction model

Capital transaction model – support for companies in the process of acquiring an investor.

What is the ROI of your VOD platform? — Financial model for digital services

A financial model supporting the launch and development of a VoD service within the operations of a cable network operator.

How to calculate benefits for the client? — Business value calculator

Supporting the sales process by showing the client real savings — now and in the future.

How to estimate future profits in a joint venture? — Scenario-based financial model

A financial model prepared for negotiating the terms of cooperation in a joint venture between two entities.

How fast can your startup grow to a billion? — Revenue scaling model

A financial model created for an online currency exchange platform.

How to supervise 15,000 currency exchange transactions? — BI system for online currency exchange

A dedicated Business Intelligence system designed for operational and financial management of an online currency exchange office.

How much does it cost to launch an application? — Budgeting and investment model

An advanced financial-operational model for planning, budgeting, and securing funding for a technology project.

Business Intelligence & Data Systems

What does your market look like in numbers? — Auction data analysis

Check in the auction analysis. A dedicated analytical system created to automatically analyze sales data from a popular auction and sales platform.

What do Google Analytics data tell you? — Analytical reports for marketing

Reports based on Google Analytics data — for marketing departments, agencies, boards, and investors.

How to turn SQL queries into interactive charts? — Automatic report generator

Within the provided solution, you can check the average exchange rates of selected currencies for the period from 2012 to 2016. The starter report shows the EUR rate as of December 31, 2014.

How to understand customer behavior? — Power BI-based purchasing data analysis

Advanced data visualization in Power BI – analysis of user purchasing behavior on the platform.

How to turn 1 million records into a simple story? — Analytical dashboards

Power BI dashboard sets showcase analytical capabilities based on historical data from a platform enabling the sale and exchange of computer games.

Which customers are the most valuable? — User segmentation system

A tool for creating effective marketing campaigns based on real user data from the portal’s database.

How to monitor the popularity of games? — Business Intelligence for the gaming market

A BI system that tracks user activity in the secondary game market — recording sent offers, responses to them, and transactions.

How to control user registrations? — Portal monitoring system

A system that enables monitoring the dynamics of user account registrations on the web portal, as well as analyzing their acquisition sources, preferences, and potential long-term value.

FAQ

Origami Effect delivers projects in six main areas: financial models (for investors, banks, startups, and real estate), management accounting and controlling systems (Echo, Clio, Iris), financial-operational models (agriculture, manufacturing, trade), BI systems and dashboards, process automation (VBA, Python, AI), and ERP system integrations.
Every project is built from scratch — without templates or ready-made solutions. Origami Effect is always eager to take on new and challenging projects.

No — the portfolio includes projects for seed-stage startups, small and medium-sized manufacturing and trading companies, agricultural farms, individual investors, and investment funds. The deciding factor is not company size, but the complexity of the problem and the client’s readiness to work in a data-driven manner.

A Financial-Operational Model (MFO) is an advanced tool that connects a company’s operational data (production, sales, HR, machinery costs) with financial projections (P&L, cash flow, balance sheet). Unlike a standard financial model, an MFO operates in real time — it updates automatically with operational data and allows continuous tracking of Performance vs Target. Examples from Origami Effect’s portfolio: Demeter (agriculture, 4 million cells, MongoDB + React) and FarmWise (dairy farm controlling).

Yes — and this is one of the key elements of our cooperation. Every system is delivered with full documentation and training. On request, ongoing analytical support is available: interpretation of results, model updates, expansion of the system with new modules, or assistance during investor and bank meetings.

Do you need someone who instantly understands the problem — and knows what to do with it?

Not every problem requires months of analysis and dozens of meetings. Sometimes all it takes is one conversation with someone who has seen a similar problem from the other side of the table — and knows how to address it.

Origami Effect is for companies and teams that have data but are not extracting value from it. Who need a model, system, or analysis — and want someone who understands business, not just technology. Who value time and expect a solution, not a presentation about possibilities.