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Business case
A structured justification for an IT investment linking strategy, benefits, costs, risks, stakeholders, changes and decision options; used to initiate, monitor and evaluate projects.
Benefits management
The process of organizing and managing so that potential benefits from IS/IT use are actually realized.
IT portfolio
the set of existing and proposed IT investments, apps, infrastructure and projects managed together to optimize alignment, value, risk, resources and timing
Benefit owner
The business stakeholder responsible for realizing and measuring a benefit; IT enables but does not own realization.
Risk
An uncertain event or condition that, if it occurs, has a positive or negative effect on project objectives.
Real option
A right, not an obligation, to take a future action such as delay, expand, contract, abandon, switch or stage an IT investment.
Strategic Grid purpose
Classifies IS/IT applications by current and future strategic impact into four quadrants to guide decisions.
Strategic quadrant
Critical for future strategy/public value; invest, scale, protect, assign senior sponsor.
High potential quadrant
innovative but uncertain future value
pilot, prototype, stage funding, abandon if evidence is weak
Key operational quadrant
essential for current operations
maintain, upgrade, reduce operational risk, ensure resilience
Support quadrant
Useful but not strategically critical; standardize, outsource, cut cost, retire.
Four benefit types
Observable, measurable, quantifiable, financial.
Observable benefit
Judged through agreed criteria or expert judgement (e.g. citizens perceive the city as more responsive).
Measurable benefit
Can be measured after launch but the improvement cannot be reliably forecast in advance (e.g. satisfaction score).
Quantifiable benefit
Improvement can be forecast numerically (e.g. predicted 20% fewer manual permit hours).
Financial benefit
A financial formula expresses the benefit in money (e.g. reduced overtime or maintenance costs).
Benefits Dependency Network (BDN)
Links drivers to objectives to benefits to business changes to enabling changes to IT/IS enablers.
Business changes
New ongoing ways of working required to realize benefits (e.g. staff use new dashboards/workflows).
Enabling changes
One-off prerequisites for business change or go-live (e.g. training, data migration, installing sensors).
Core benefits principle
Benefits come from organizational change, not technology alone; a system can be delivered yet still fail as an investment.
Ward and Daniel cost categories
Purchase, internal development, infrastructure, business change, ongoing costs.
TCO
Total Cost of Ownership
all lifecycle costs: acquisition, implementation, operation, support, maintenance, termination
ROI formula
(Benefits − costs) / costs
ROI above 0 means return exceeds cost, but must be paired with assumptions and risk analysis.
Nelson four mistake categories
People, process, product, technology.
Nelson key insight
Technology is rarely the main cause
process and people mistakes dominate.
People mistakes
Weak stakeholder management, no user involvement, weak personnel, ignoring politics, insufficient sponsorship.
Process mistakes
Poor estimation/scheduling, insufficient risk management, poor planning, shortchanged QA, poor requirements.
Product mistakes
Scope creep, feature creep, gold-plating, research-oriented development.
Technology mistakes
Silver-bullet syndrome, overestimated tool savings, switching tools mid-project.
Risk vs uncertainty
risk = known unknown with assessable probability
uncertainty = unknown unknown that cannot yet be assessed
PMBOK risk process
Plan, identify, qualitative analysis, quantitative analysis, plan responses, monitor/control.
Threat responses
Avoid, mitigate, transfer, accept.
Opportunity responses
Explore, enhance, share, accept.
Mitigation vs contingency
Mitigation reduces probability
contingency reduces impact if the event occurs.
Risk exposure
Residual risk remaining after mitigation and contingency
Risk register contents
ID/description, source, probability and impact, rating, owner, response category, mitigation/contingency, residual status.
Expanded value formula
Static NPV + option premium
Real option types
Defer/wait, stage, expand, contract, abandon, switch, learn.
Decision vs chance node
Decision node (square) = choose the max value; chance node (circle) = expected value of probabilistic branches.
Backward induction
Solve the decision tree from the end back to the first decision node.
EMV
expected monetary value
sum across all outcomes.
ethics in this course
about values, dilemmas, stakeholders, power and consequences when technology affects people.
Kant
categorical imperative do not treat people merely as means — relevant to citizen data and consent.
Habermas
discourse ethics
legitimacy requires inclusive, power-balanced dialogue among all affected parties.
Smart city ethical issues
Privacy/surveillance, bias/conflicts of interest, data ownership, digital divide, transparency/accountability.
Green IT and CSR
Environmentally friendly IT treated as a profit-driven CSR real option; triple bottom line (economic, social, environmental).
GenAI Divide
gap between high AI adoption and the small share of firms getting measurable PL value.
GenAI core barrier
The learning gap — systems do not retain feedback, adapt to context, or improve over time.
Shadow AI
Unofficial employee use of consumer AI tools outside IT governance; shows demand but creates data/compliance risk.
AI business case focus
Process-specific integration, learning, governance, feedback, measurable outcomes and change management — not the model itself.
Service procurement (Wynstra)
Harder than goods procurement due to intangibility, heterogeneity, inseparability, perishability and buyer uncertainty.
IT governance CSFs
Strategic alignment, senior management support, clear roles, communication, performance measurement, risk/value balance, change readiness.
Fintech and real options
Volatile environment (regulation, adoption, tech); staged/wait-and-see investing preserves flexibility; use decision trees when market data is scarce.