Future of Cities Learning Hub

City Intelligence
Mastercourse

A rigorous programme for policymakers and researchers who need more than data — who need a framework for reading cities structurally, designing interventions that compound, and governing strategies that survive.

12 Sections
4–5 Hours of study
6 CII pillars
1 City intelligence blueprint
Urban policymakers Urban researchers City strategy teams Public sector leaders

The course question

How do we move from measuring cities to understanding them — and from understanding them to governing and researching them with greater intelligence?

Most cities have more data than they can use. They are failing not because of data scarcity — but because the people responsible for urban decisions do not have a framework for reading structural performance, connecting evidence to mechanism, and designing interventions that change the structural conditions rather than manage their symptoms.

You leave this course with five capabilities that most practitioners and researchers do not currently have.

01

Read a city's structural performance diagnostically

Not as a ranking or a score. As a map of which structural conditions are producing which outcomes — and where the blocking constraints are that no amount of investment in the wrong place will remove.

02

Design interventions that address structural mechanisms

Not symptoms. Not visible problems. The structural conditions producing those problems — and that, if changed, would change the outcome at scale rather than managing it at the surface.

03

Sequence those interventions so they compound

So each step raises the probability of success for the next. So the strategy builds momentum rather than dissipating it across parallel initiatives that cannot reinforce each other.

04

Build the governance architecture that protects the strategy

Against mandate fragmentation. Against metric substitution. Against the political cycle. Against institutional capture. The four structural failure modes that destroy well-designed strategies after they are built.

05

Apply the equity lens that a diagnostic instrument requires

Not as a disclaimer — as a substantive analytical question: whose intelligence counts, who is invisible in the aggregate, and what responsible use of this framework actually demands of you professionally.

The City Intelligence Index

Six pillars. One diagnostic instrument.

The CII is a structured comparative framework measuring urban structural performance across six dimensions. The course builds the capability to read it analytically — not as a ranking, as a diagnostic.

Foundational

Can people actually participate in the city's intelligence?

Innovator

Can the city generate, translate, and deploy new knowledge?

Integrator

Do the city's systems actually work together?

Regenerative

Is the city restoring as well as consuming?

Connected

How openly does the city link to the world and to its residents?

Healthy Society

Are people actually living well?

The accountability layer: Healthy Society is the pillar this course returns to throughout. It asks whether everything the city measures and invests in is translating into actual wellbeing for the people living in it. It is the question city intelligence never stops asking.

The learning arc

Twelve sections that move from analytical framework to working practice. Each section produces a deliverable you keep.

01

Welcome

The course's governing argument and how to use the framework across both policymaking and research contexts.

Foundation
02

Why cities fail despite good data

The five failure modes. Why data abundance and decision quality are not correlated — and what the gap between them actually is.

Foundation
03

What city intelligence actually is

Four conditions: circulation, feedback, alignment, time horizon. Intelligence as a systemic property — not a dataset or a technology.

Foundation
04

Inside the City Intelligence Index

The CII in full: six pillars, composite methodology, reading rules. What the index measures and how to read it analytically rather than mechanically.

Instrument
05

Diagnosing your city

The attribution question. Weak signals. The three diagnostic steps. Health as invisible infrastructure — and what that reveals about the accountability layer.

Diagnostic
06

From insight to intervention

The four intelligence criteria. The five policy traps. What makes an intervention structural rather than symptomatic — and how to design one.

Design
07

From one intervention to a strategy

The pillar dependency hierarchy. The Foundational floor. How compounding sequences work — and why order is the difference between momentum and waste.

Strategy
08

Why strategies fail in practice

Mandate fragmentation. Metric substitution. Political cycle truncation. Institutional capture. Four structural failure modes — and their early-warning indicators.

Governance
09

Building city intelligence systems

Four governance countermeasures. The four-component city intelligence system: diagnostic, strategy, governance, and learning functions.

Systems
10

Ethics, power and data

Whose intelligence counts. What the aggregate conceals. The three equity questions. The difference between city intelligence and city efficiency.

Ethics
11

The city intelligence mindset in leadership

Three character demands. Three deliberate practices. What makes a practitioner more accurate — not more confident — over time.

Mindset
12

Application and certification

The city intelligence blueprint: diagnosis, intervention, sequence, governance architecture, equity statement, 3-year monitoring framework. Certificate of completion.

Capstone
🗺️

A city diagnostic

A structured reading of your city's CII profile identifying the binding structural constraint, the translation gap, and the attribution question your intervention must answer.

⚙️

A structural intervention design

An intervention that addresses the structural mechanism rather than the visible symptom — with an explicit account of what it does not do and why that is intentional.

🔗

A compounding sequence

A three-step strategy in which each intervention raises the probability of success for the next — and produces a compounding outcome none could achieve alone.

🏛️

A governance architecture

The four countermeasures protecting your strategy: shared accountability, shared outcome metric, transition-proofing protocol, and structural protection mechanism.

⚖️

An equity statement

A substantive analytical contribution naming who is not visible in the aggregate, what the CII cannot show about your strategy's impact, and what that requires of you.

📋

A 3-year monitoring framework

CII signals at defined intervals, trajectory indicators, and the threshold that would trigger a sequence adjustment. Your strategy assessed by direction, not just current position.

Course author

Dr. Fatime Barbara Hegyi

City intelligence researcher
Founder, Future of Cities Learning Hub
Author of the City Intelligence Index

Dr. Hegyi's work at the Joint Research Centre of the European Commission focused on urban intelligence, innovation ecosystems, and policy evaluation across European cities. The City Intelligence Index is her primary research instrument — a structured comparative framework for reading urban structural performance that forms the analytical spine of this course. Her book The Future of Cities provides the intellectual foundation for everything taught here.

What you will not find here
is a reassuring set of best practices.

What you will find is a framework rigorous enough to tell you what your city is actually doing — and honest enough to tell you what that requires of you.

Begin the course

12 sections · 4–5 hours · Certificate of completion