Business by Numbers -
Case Studies & Examples
The Book - "Business by Numbers" presents a comprehensive framework of simple and advanced analytics to measure and manage nearly every aspect of business planning, analysis, and control. This section provides downloadable summaries and real world examples featured in the book — each designed to serve as a standalone, practical guide for applying and interpreting data in business contexts.
A summary of the case studies and examples used in the development of the Business by Numbers Framework
Gerard N. Skews - R & D Director - Arbite Software Services Ltd.
Overview
The Business by Numbers framework is grounded in real and illustrative business cases that bring analytics to life. Each study demonstrates how formulas, determinants, and workflows move from theory into practice, providing decision-makers with clear insights. The Water Vita case explores market demand modelling and investment analysis for a sustainable water-vending venture. The Heritage Sailing Trust case applies operational efficiency metrics and capital planning in a heritage and training environment. The BagoMeter medical device case highlights innovation competence, patentability, and production feasibility in healthcare. Alongside these, technical examples such as the Demand Analysis for Air Filters, Life Science Consumables, Capital Availability Index, Leadership Effectiveness Score, and Herfindahl–Hirschman Index show how composite metrics can be developed to evaluate capital flows, management quality, and market concentration. Together, these cases illustrate the breadth of application — from start-ups to charities, from innovation to governance — demonstrating that analytics is not abstract, but a practical toolkit for shaping business outcomes.
Case Studies & Examples
Measures the size, growth potential, and accessibility of the market for your products or services.
Calculating market demand combines several parameters to arrive at a Composite Demand Model that relates to the market in question. Each parameter, described below, represents a key variable that can be weighted according to market and business conditions, in this way this model is adapted to any number of scenarios and challenges.
Demand for Smart Air Purifiers in an Urban Market
Case Example # 03140925
Demand Forecast Example
You're analyzing the market demand for smart air purifiers in a major metropolitan area. Your goal is to estimate monthly unit demand based on current market conditions using the full demand model.
HPLC Columns: Demand & Sales Forecasts in Regional Market
In this case, market demand analysis was applied to High-Performance Liquid Chromatography (HPLC) columns, a critical consumable in scientific research and pharmaceutical production. By examining trends in research funding, regulatory requirements, and laboratory capacity, the model demonstrates how demand for specialist consumables can be forecast with surprising accuracy. The example highlights how even highly technical and niche markets can be quantified using structured analytics.
Curdel: Artisan Cheesemaking Equipment
The Curdel example demonstrates how market demand modelling can apply to lifestyle and artisanal markets. The company develops small-scale cheese-making equipment for home use, engineered to professional standards. By combining demographic data on hobbyist food producers with broader trends in artisan and “slow food” movements, the analysis shows how niche demand can be captured, forecast, and scaled into viable business opportunities.
Water Vita: Opportunity or Risk ?
The Water Vita case explores demand for refillable, mineral-enhanced water vending systems in the UK. By modelling consumer income, preferences for sustainable products, and behavioural adoption rates, the case illustrates how a market for eco-friendly alternatives to bottled water can be quantified. It highlights both the scale of opportunity and the uncertainty of behavioural change in driving adoption.
Case Studies & Examples
Capital Availability
Assesses the organisation’s ability to access and allocate financial resources effectively.
Capital Availability directly influences a company’s capacity to invest in new opportunities, weather economic volatility, and respond to strategic risks or disruptions. The presence - or absence - of sufficient capital affects everything from short-term liquidity to long-term sustainability, making it essential for managing operational efficiency, funding R&D, expanding market reach, or navigating turnaround scenarios.
Financial Priorities Examples
Case Example 05160925
These metrics are designed to establish the priorities for capital requirement in any business. Their ranking and value help determine the strategy required for raising and managing capital, they are used analytically or diagnostically. Weightings are used to balance overall metrics and may change dependent on industry – default values are included.
Strategic Levers Examples
Case Example 06170925
Strategic Levers reflect how an organization’s broader ambitions shape its funding needs and flexibility. These levers include the chosen Growth Strategy - whether organic expansion or growth through mergers and acquisitions - which directly influences capital intensity and timeline. The Timing and Urgency of Capital Deployment assesses how quickly funds must be mobilised to capture opportunities or manage risks. An organization’s Risk Appetite plays a critical role in determining its capital structure and investment tolerance, while its stance on Diversification versus Focus impacts how capital is allocated across new initiatives versus core operations. Together, these four factors define the strategic context in which capital decisions are made.
Heritage Sail Training and Heritage Hub
The Heritage Sail Training and Heritage Hub case study explores the transformation of a traditional maritime trust into a modern, sustainable heritage organisation. Facing declining revenues and reliance on short-term funding, the project demonstrates how structured business analytics can guide a turnaround strategy. By aligning market demand for sail training and heritage experiences with capital planning, operational efficiency, and stakeholder engagement, the Hub evolves into a well-funded, multi-purpose centre supported by grants, partnerships, and lottery funding. This example illustrates how even long-established organisations can reinvent themselves through data-led decision-making, ensuring both financial resilience and the preservation of cultural heritage.
SMART - Safety Motoring & Road Traffic
Smart Traffic Management Systems
The Smart Traffic Management Systems case study examines a technology-led company developing advanced tools to improve road safety and reduce congestion. Innovations include traffic light modules that capture violations in real time, automatically identifying offenders and triggering immediate notifications, as well as lane-speed monitoring devices using LIDAR and sensor arrays to feed live data into control centres. While the solutions promise significant improvements in safety and traffic flow — and the potential to generate billions in enforcement and infrastructure revenues worldwide — they also face major challenges. High regulatory scrutiny, political resistance, public opposition, and ethical debates over surveillance all weigh heavily against the strong commercial incentives. This case highlights the complexities of bringing disruptive, high-stakes technology to market, where success depends not only on innovation but on careful alignment of governance, compliance, stakeholder engagement, and long-term strategic planning.
Case Studies & Examples
Management Efffectiveness
Gauges leadership quality, decision-making capability, and organisational health.
Management Effectiveness is a key determinant of business success as it reflects the capacity of leadership teams to strategically allocate resources, inspire employees, and execute key activities aligned with business goals. A method of quantifying and monitoring it is described below.
Nullam dictum felis eu pede
Lorem ipsum dolor sit amet, consectetur adipiscing elit. Nulla euismod condimentum felis vitae efficitur. Sed vel dictum quam, at blandit leo.
Nullam dictum felis eu pede
Lorem ipsum dolor sit amet, consectetur adipiscing elit. Nulla euismod condimentum felis vitae efficitur. Sed vel dictum quam, at blandit leo.
Nullam dictum felis eu pede
Lorem ipsum dolor sit amet, consectetur adipiscing elit. Nulla euismod condimentum felis vitae efficitur. Sed vel dictum quam, at blandit leo.
Nullam dictum felis eu pede
Lorem ipsum dolor sit amet, consectetur adipiscing elit. Nulla euismod condimentum felis vitae efficitur. Sed vel dictum quam, at blandit leo.
Case Studies & Examples
Business Model Viability
Evaluates whether the way you create, deliver, and capture value is sustainable and profitable.
How does the organization deliver its payload? How effectively does the business turn its resources, capabilities, and market opportunity into consistent value—both for customers and for itself? A viable business model aligns what the company offers (its value proposition), how it delivers that value (channels, operations, partners), and how it gets paid (revenue and cost structure).
Nullam dictum felis eu pede
Lorem ipsum dolor sit amet, consectetur adipiscing elit. Nulla euismod condimentum felis vitae efficitur. Sed vel dictum quam, at blandit leo.
Nullam dictum felis eu pede
Lorem ipsum dolor sit amet, consectetur adipiscing elit. Nulla euismod condimentum felis vitae efficitur. Sed vel dictum quam, at blandit leo.
Nullam dictum felis eu pede
Lorem ipsum dolor sit amet, consectetur adipiscing elit. Nulla euismod condimentum felis vitae efficitur. Sed vel dictum quam, at blandit leo.
Nullam dictum felis eu pede
Lorem ipsum dolor sit amet, consectetur adipiscing elit. Nulla euismod condimentum felis vitae efficitur. Sed vel dictum quam, at blandit leo.
Case Studies & Examples
Marketing & Sales Efficacy
Measures the efficiency and effectiveness of reaching, engaging, and converting your target audience.
Marketing & Sales Efficacy is critical for understanding how effectively a company’s marketing & sales strategies translate into business performance and growth.
Nullam dictum felis eu pede
Lorem ipsum dolor sit amet, consectetur adipiscing elit. Nulla euismod condimentum felis vitae efficitur. Sed vel dictum quam, at blandit leo.
Nullam dictum felis eu pede
Lorem ipsum dolor sit amet, consectetur adipiscing elit. Nulla euismod condimentum felis vitae efficitur. Sed vel dictum quam, at blandit leo.
Nullam dictum felis eu pede
Lorem ipsum dolor sit amet, consectetur adipiscing elit. Nulla euismod condimentum felis vitae efficitur. Sed vel dictum quam, at blandit leo.
Nullam dictum felis eu pede
Lorem ipsum dolor sit amet, consectetur adipiscing elit. Nulla euismod condimentum felis vitae efficitur. Sed vel dictum quam, at blandit leo.
Case Studies & Examples
Customer Satisfaction
Monitors how well you meet or exceed customer expectations
What customers really think of the organisation and its products & services.
Measuring satisfaction uses an analytical methodology designed to quantify and map expectation to the actual experience the customer has.
This approach allows businesses to pinpoint weaknesses, identify root causes, and take targeted actions to improve outcomes and loyalty.
Nullam dictum felis eu pede
Lorem ipsum dolor sit amet, consectetur adipiscing elit. Nulla euismod condimentum felis vitae efficitur. Sed vel dictum quam, at blandit leo.
Nullam dictum felis eu pede
Lorem ipsum dolor sit amet, consectetur adipiscing elit. Nulla euismod condimentum felis vitae efficitur. Sed vel dictum quam, at blandit leo.
Nullam dictum felis eu pede
Lorem ipsum dolor sit amet, consectetur adipiscing elit. Nulla euismod condimentum felis vitae efficitur. Sed vel dictum quam, at blandit leo.
Nullam dictum felis eu pede
Lorem ipsum dolor sit amet, consectetur adipiscing elit. Nulla euismod condimentum felis vitae efficitur. Sed vel dictum quam, at blandit leo.
Case Studies & Examples
Operational Efficiency
Looks at how well resources, processes, and people are used to deliver outputs.
To evaluate, monitor, plan or diagnose operational health effectively, businesses must start with a clear understanding of their market context, product characteristics, and internal environment. Factors such as supply chain volatility, regulatory requirements, and customer expectations shape how operations must be structured.
Nullam dictum felis eu pede
Lorem ipsum dolor sit amet, consectetur adipiscing elit. Nulla euismod condimentum felis vitae efficitur. Sed vel dictum quam, at blandit leo.
Nullam dictum felis eu pede
Lorem ipsum dolor sit amet, consectetur adipiscing elit. Nulla euismod condimentum felis vitae efficitur. Sed vel dictum quam, at blandit leo.
Nullam dictum felis eu pede
Lorem ipsum dolor sit amet, consectetur adipiscing elit. Nulla euismod condimentum felis vitae efficitur. Sed vel dictum quam, at blandit leo.
Nullam dictum felis eu pede
Lorem ipsum dolor sit amet, consectetur adipiscing elit. Nulla euismod condimentum felis vitae efficitur. Sed vel dictum quam, at blandit leo.
Case Studies & Examples
Innovation Competence
Assesses the organisation’s ability to develop, test, and implement new ideas effectively.
How well the organization uses technology and R & D resources. Section Error! Reference source not found.
Technology Innovation is an important determinant of success that measures an organization’s ability to develop and implement novel technologies, processes, or products that improve efficiency, customer satisfaction, and market competitiveness.
Nullam dictum felis eu pede
Lorem ipsum dolor sit amet, consectetur adipiscing elit. Nulla euismod condimentum felis vitae efficitur. Sed vel dictum quam, at blandit leo.
Nullam dictum felis eu pede
Lorem ipsum dolor sit amet, consectetur adipiscing elit. Nulla euismod condimentum felis vitae efficitur. Sed vel dictum quam, at blandit leo.
Nullam dictum felis eu pede
Lorem ipsum dolor sit amet, consectetur adipiscing elit. Nulla euismod condimentum felis vitae efficitur. Sed vel dictum quam, at blandit leo.
Nullam dictum felis eu pede
Lorem ipsum dolor sit amet, consectetur adipiscing elit. Nulla euismod condimentum felis vitae efficitur. Sed vel dictum quam, at blandit leo.
Case Studies & Examples
Legal & Compliance
Ensures that the business meets regulatory requirements and ethical standards.
Legal & Compliance refers to an organization’s adherence to laws, regulations, and industry standards while conducting business. It encompasses compliance with local and international legal frameworks, regulatory requirements, ethical practices, and governance structures. A robust Legal & Compliance framework mitigates risks, enhances business credibility, and ensures sustainability. Failure to operate an efficient L & C department can bring an entire business to its knees… instantly.
Nullam dictum felis eu pede
Lorem ipsum dolor sit amet, consectetur adipiscing elit. Nulla euismod condimentum felis vitae efficitur. Sed vel dictum quam, at blandit leo.
Nullam dictum felis eu pede
Lorem ipsum dolor sit amet, consectetur adipiscing elit. Nulla euismod condimentum felis vitae efficitur. Sed vel dictum quam, at blandit leo.
Nullam dictum felis eu pede
Lorem ipsum dolor sit amet, consectetur adipiscing elit. Nulla euismod condimentum felis vitae efficitur. Sed vel dictum quam, at blandit leo.
Nullam dictum felis eu pede
Lorem ipsum dolor sit amet, consectetur adipiscing elit. Nulla euismod condimentum felis vitae efficitur. Sed vel dictum quam, at blandit leo.
Case Studies & Examples
The Economic Environment
Accounts for external macroeconomic and geopolitical factors that affect business performance.
Economic conditions at the local, national, and global levels significantly influence business decisions, whether as key success factors or critical stages in business development.
Understanding these economic forces enables businesses to adapt, mitigate risks, and seize new opportunities.
In this section, we outline essential analytical approaches and methodologies for conducting economic impact assessments.
Nullam dictum felis eu pede
Lorem ipsum dolor sit amet, consectetur adipiscing elit. Nulla euismod condimentum felis vitae efficitur. Sed vel dictum quam, at blandit leo.
Nullam dictum felis eu pede
Lorem ipsum dolor sit amet, consectetur adipiscing elit. Nulla euismod condimentum felis vitae efficitur. Sed vel dictum quam, at blandit leo.
Nullam dictum felis eu pede
Lorem ipsum dolor sit amet, consectetur adipiscing elit. Nulla euismod condimentum felis vitae efficitur. Sed vel dictum quam, at blandit leo.
Nullam dictum felis eu pede
Lorem ipsum dolor sit amet, consectetur adipiscing elit. Nulla euismod condimentum felis vitae efficitur. Sed vel dictum quam, at blandit leo.