Chapter 10
Site Analysis, Due Diligence and Development Risk
Post Graduate Program in Real Estate Management
Urban Economics & Land Development
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Post Graduate
Site Analysis, Due Diligence and Development Risk
Introduction
Real estate development converts land, capital, legal rights and managerial capability into buildings and urban services. The development decision is therefore not simply a question of whether a site is physically available. It is a question of whether a legally permissible, physically feasible, financially viable and socially acceptable project can be delivered within an acceptable risk range.
Site analysis and due diligence provide the evidence for that decision. Site analysis examines the location, physical characteristics, surrounding urban structure, access, infrastructure, environmental conditions and market context of a site. Due diligence is the systematic verification of facts, rights, obligations, constraints and assumptions before acquisition, financing, design or construction. Development risk arises when actual conditions differ from assumed conditions, when uncertainty is poorly measured, or when control and responsibility are unclear.
At postgraduate level, the central task is not merely to collect information. It is to integrate information into a defensible investment recommendation, identify the highest and best use, allocate risks among stakeholders, and establish stage-gate decisions that prevent premature commitment of capital.
Learning Objectives
By the end of this chapter, the learner should be able to:
Explain the purpose, scope and sequencing of site analysis and due diligence.
Evaluate legal, title, physical, environmental, infrastructure, market and planning risks.
Apply the highest and best use framework to alternative development concepts.
Construct a development risk register using probability, impact and exposure.
Use scenario analysis, sensitivity analysis and residual land valuation to support decisions.
Design mitigation measures, contingencies and stage-gate approvals.
Critically assess professional, ethical, regulatory and technological issues in due diligence.
1. The Due-Diligence System
Due diligence should be understood as an evidence-management system rather than a checklist. It links four questions:
What is believed? The initial assumptions about the site and project.
What is known? Facts supported by authoritative documents, surveys or tests.
What is uncertain? Matters requiring investigation, expert judgement or probability assessment.
What must be controlled? Risks requiring contractual, technical, financial or managerial action.
A useful sequence is:
Integrated due diligence and stage gate process
Figure: Integrated due diligence and stage gate process
Figure: Due diligence is an iterative process linking investigation to investment decisions.
The process is iterative because new information frequently changes the development brief. For example, a geotechnical investigation may reduce the permissible building envelope; that change may alter the highest and best use, market positioning, construction cost and land value.
Evidence hierarchy
Evidence should be ranked according to reliability and relevance. Registered title documents, statutory plans, official utility records and certified surveys generally provide stronger evidence than vendor statements, informal maps or unverified online data. A professional report should record the source, date, author, scope, limitations and degree of reliance for every material assumption.
A practical due-diligence file contains an assumptions log, document register, requests-for-information schedule, expert reports, risk register, decision log and conditions precedent. These records protect decision quality and create an audit trail for lenders, investors, regulators and future purchasers.
2. Scope of Site and Legal Investigation
2.1 Location and urban context
Location analysis extends beyond the site boundary. The analyst should examine accessibility, travel times, public transport, employment centres, schools, healthcare, retail, recreation, competing developments, neighbourhood change and public investment. A site can be physically suitable but economically weak if it is disconnected from demand or exposed to declining urban conditions.
Important spatial questions include:
What is the site’s position within the metropolitan, municipal and neighbourhood hierarchy?
Which roads, transit systems and pedestrian networks serve it?
Are surrounding uses complementary, conflicting or transitional?
What public or private projects may change accessibility, demand or land values?
Does the site contribute to, or suffer from, fragmentation of the urban fabric?
Geographic information systems can combine parcels, zoning, topography, utilities, flood zones, demographic data and transport networks. However, spatial accuracy, data age and coordinate systems must be checked before relying on GIS outputs.
2.2 Title and legal due diligence
Title due diligence establishes what is owned, what may be used, what burdens the land and who has authority to transact. The review commonly covers:
registered owner and authority to sell;
parcel identification, boundaries and area;
mortgages, charges, liens and restrictions;
easements, rights of way and service corridors;
leases, licences, informal occupations and adverse possession claims;
restrictive covenants and development obligations;
acquisition history and possible claims by third parties;
unpaid taxes, rates, assessments and statutory notices;
company, trust, inheritance or authority issues affecting execution;
rights relating to minerals, water, access, airspace or subsurface conditions.
A title plan is not always a substitute for a boundary survey. The legal parcel may differ from fences, occupation lines, cadastral maps or physical improvements. Encroachments can delay approval, require negotiated settlements or reduce developable area.
The purchaser should require representations, warranties, indemnities and conditions precedent appropriate to the jurisdiction. Legal advice is essential because the effect of registration, notice, limitation periods and title insurance varies across legal systems. No commercial spreadsheet can cure a defective right to land.
2.3 Planning and regulatory due diligence
Planning due diligence identifies both permitted development and the probability, cost and timing of obtaining additional rights. It should review the statutory plan, zoning, overlays, density controls, height, setbacks, plot ratio or floor-area ratio, parking, loading, open space, heritage, design, accessibility, fire and building requirements.
The theoretical maximum is not necessarily the economic maximum. A plan may permit a high floor-area ratio, but setbacks, cores, parking, market absorption, daylight, servicing or construction economics may make that intensity impractical.
The analyst should distinguish:
As-of-right development: generally permitted without discretionary change, subject to compliance.
Conditional or special approval: permitted if specified conditions are met.
Variance or departure: requires discretionary relaxation of a rule.
Rezoning or plan amendment: changes the legal development framework and carries political and timing risk.
Planning risk is influenced by precedent, community expectations, agency capacity, infrastructure adequacy and political conditions. Statements by officials should not be treated as approvals unless formally documented.
3. Physical, Environmental and Infrastructure Due Diligence
3.1 Physical suitability
A physical assessment should cover dimensions, shape, frontage, topography, slope, orientation, solar access, wind, vegetation, drainage, existing structures, demolition requirements, access for construction and neighbouring conditions. A site with irregular geometry may have a lower net developable area than its gross area suggests.
A basic area reconciliation is:
An = Ag − Ar − Ae − Ac
where An is net developable area, Ag is gross site area, Ar is land required for roads or widening, Ae is land affected by easements or protected features, and Ac is land reserved for other statutory or communal purposes. All terms must use the same area unit. This is a planning approximation, not a substitute for a surveyed development plan.
For floor-area controls, a simplified potential gross floor area is:
GFAp = An × FAR
where GFAp is potential gross floor area and FAR is the permitted floor-area ratio. The calculation assumes that the relevant regulation defines both area and floor area consistently. Actual buildable floor area may be lower because of geometry, cores, fire separation, parking, servicing, environmental constraints and market considerations.
Geotechnical investigation should address bearing capacity, settlement, expansive or collapsible soils, groundwater, rock, contamination indicators, liquefaction and excavation support. A desktop report identifies preliminary risk; intrusive testing is needed before major reliance.
3.2 Environmental due diligence
Environmental review has two dimensions. First, it assesses whether the land is contaminated or environmentally constrained. Second, it considers how the proposed project may affect air, water, biodiversity, noise, heritage, climate resilience and neighbouring communities.
A staged environmental process may include:
Desktop screening: historical land uses, regulatory records, aerial photographs and surrounding activities.
Preliminary site inspection: tanks, staining, waste, odour, stressed vegetation and drainage pathways.
Sampling and testing: soil, groundwater, vapour or building materials where indicated.
Risk assessment and remediation plan: exposure pathways, receptors, standards and remedial options.
Validation and monitoring: confirmation that remedial objectives have been achieved.
Liability may attach to current ownership, past operations, disposal arrangements or contractual conduct, depending on applicable law. Environmental risk should therefore be addressed before acquisition, not merely during construction.
Climate due diligence should consider flood, extreme heat, wildfire, storm intensity, water scarcity, coastal hazards and changing design standards. Resilience measures may increase initial cost but reduce interruption, insurance, damage and reputational exposure.
3.3 Infrastructure and utilities
Development depends on physical and institutional infrastructure: roads, drainage, water, wastewater, electricity, gas, telecommunications, waste systems, schools and emergency services. “Available nearby” does not mean “available to the project.” Capacity, connection points, reinforcement costs, approvals, easements and delivery timing must be verified.
A utility capacity request should obtain written confirmation of current capacity, required upgrades, estimated fees, connection conditions, lead times and responsibility for construction. Infrastructure uncertainty is often a critical-path risk because it can prevent occupation even after the building is complete.
4. Market Analysis and Highest and Best Use
4.1 Market feasibility
Market due diligence tests whether the proposed product responds to effective demand, not merely expressed interest. It should examine population and household trends, employment, income, purchasing power, rents or prices, vacancy, absorption, competing supply, pipeline projects, financing conditions and user preferences.
Demand forecasts should state their basis and uncertainty. A strong study separates observed transactions from asking prices, committed projects from speculative proposals, and structural demand from short-term investment activity.
For a development with multiple release periods, absorption can be represented as:
Qt = Dt − St
where Qt is net absorption during period t, Dt is occupied or demanded space added during the period, and St is competing space entering the market. The identity is useful for market reasoning but does not by itself forecast demand; the analyst must define the market, time period and measurement basis consistently.
4.2 Highest and best use
Highest and best use is the use that is legally permissible, physically possible, financially feasible and maximally productive. The tests are sequential but interdependent:
Legally permissible: consistent with title, planning, environmental and other controls.
Physically possible: compatible with site conditions, access, infrastructure and technology.
Financially feasible: capable of generating an adequate return after all costs, risk and finance.
Maximally productive: produces the greatest residual value or investment performance among feasible alternatives.
The concept does not mean the most intensive imaginable use. It is a disciplined comparison of realistic alternatives, such as residential, office, retail, hospitality, logistics, institutional use, mixed use, refurbishment or continued current use.
Residual land value provides a useful screening tool:
RLV = GDV − (Cd + Cf + Co + Cm + Cfin + Cr + P)
where RLV is residual land value, GDV is gross development value, Cd is direct construction cost, Cf is professional and statutory fee cost, Co is operating, marketing and transaction cost, Cm is management and development cost, Cfin is finance cost, Cr is contingency or risk allowance, and P is the required developer profit or return allowance. All terms must be measured on a consistent basis, including whether taxes and finance are included. The equation is a feasibility approximation and is sensitive to timing, valuation assumptions and double counting.
If an alternative produces a residual land value below the acquisition price, it may be infeasible unless assumptions improve or strategic value justifies the difference. A positive residual does not guarantee viability because uncertainty and timing may be understated.
Worked example
Suppose a proposed scheme has a gross development value of CU 48 million. Direct construction costs are CU 27 million, fees are CU 3.2 million, marketing and operating costs are CU 1.8 million, finance costs are CU 2.5 million, contingency is CU 1.5 million and the required developer profit is CU 6 million. Then:
RLV = 48 − (27 + 3.2 + 1.8 + 2.5 + 1.5 + 6) = CU 6.0 million
The indicated residual land value is CU 6 million. If the asking price is CU 7 million, the proposal has a CU 1 million feasibility gap before considering acquisition taxes and other omitted items. The appropriate response is not automatically to increase density; the team should test market pricing, construction design, phasing, finance, risk allocation and alternative uses.
5. Development Risk Analysis
Risk is the effect of uncertainty on objectives such as cost, time, revenue, quality, safety, compliance and reputation. A risk register should distinguish a risk event from its cause, consequence and response. “Planning risk” is too broad; “rezoning decision delayed by six months because transport capacity is disputed” is actionable.
A compact risk register includes:
Field
Purpose
Risk ID and category
Enables ownership and aggregation
Cause and event
Explains what may occur and why
Consequence
States effects on cost, time, revenue or compliance
Probability and impact
Provides prioritisation
Inherent exposure
Risk before response
Response and contingency
Defines treatment
Owner and trigger
Allocates accountability and monitoring
Residual risk
Records remaining exposure
For a simple quantitative screen, expected monetary value is:
EMV = p × I
where p is the probability of occurrence, expressed from 0 to 1, and I is the monetary impact if the event occurs. If a contamination event has a 0.20 probability and an estimated CU 1.5 million impact, EMV = 0.20 × 1.5 = CU 0.30 million. EMV is an average decision aid, not a prediction of the actual outcome; it is weak where probabilities and impacts are poorly estimated or where risks are correlated.
Risk scoring matrices commonly multiply ordinal probability and impact scores. Such matrices are useful for communication but should not be mistaken for precise probabilities. Correlated risks require special care: delayed approval, rising finance cost and market deterioration may reinforce one another.
Risk responses
Responses include:
Avoid: change the design, use or transaction so the risk no longer arises.
Reduce: investigate, redesign, insure, monitor or add controls.
Transfer or share: allocate risk through contracts, insurance, guarantees or joint ventures.
Accept: consciously retain the risk with an allowance and monitoring plan.
Exploit or enhance: where uncertainty may create an opportunity, such as optional phasing or additional permitted use.
Contracts should align risk with control. A party should not be assigned a risk it cannot observe, influence or price. Ambiguous ground-condition clauses, poorly drafted completion tests and unrealistic guarantees often create disputes rather than reduce risk.
6. Scenario, Sensitivity and Decision Analysis
A feasibility model should not present one forecast as certainty. At minimum, it should test downside, base and upside scenarios. Variables may include sales price, rent, absorption, construction cost, interest rate, approval duration, remediation cost, vacancy and exit yield.
Sensitivity analysis changes one variable while holding others constant. It identifies variables to which value is most responsive. Scenario analysis changes a coherent set of assumptions. For example, a downside scenario may combine slower absorption, higher costs and delayed approval rather than changing only one input.
For an income-producing asset, a simplified capitalisation relationship is:
V = NOI ÷ y
where V is value, NOI is stabilised net operating income and y is the capitalisation rate, expressed as a decimal. The relationship assumes a stable income stream and a market-consistent capitalisation approach. It is not appropriate as a complete valuation method where income is unstable, growth is material or cash flows are highly irregular.
If stabilised NOI is CU 2.4 million and the capitalisation rate is 8%, the indicated value is CU 30 million. At 9%, value falls to approximately CU 26.67 million, illustrating sensitivity to market yield assumptions.
Real options thinking is valuable in development. Land may provide the option to delay, phase, expand, change use or abandon the project after obtaining information. Flexibility has value when uncertainty is high and irreversible expenditure can be postponed. However, option value should not be used to conceal an economically weak base case.
7. Stage-Gate Governance
Stage gates prevent the project from moving forward merely because earlier expenditure has already occurred. A typical structure is:
Gate
Evidence required
Decision
0: Opportunity
Location, ownership indication, strategic fit
Investigate or reject
1: Site control
Heads of terms, title review, initial planning screen
Detailed design, permits, procurement and risk controls
Start construction
5: Completion and operation
Testing, compliance, leasing and handover evidence
Occupy, sell or operate
Each gate should specify decision rights, minimum evidence, tolerances and escalation rules. A governance committee should be able to stop the project without reputational penalty for reporting bad news. “Go” should mean that residual risks are understood and accepted by the authorised decision-maker, not that all risks have disappeared.
Riverside Exchange is a fictional 2.4-hectare brownfield site near a metropolitan rail station. The owner proposes a mixed-use scheme containing housing, small-format retail and workspace. The asking price is CU 12 million.
Problem
The site appears attractive because of rail access, but historic records show a former vehicle-maintenance use. The planning framework permits mixed use in principle, although the site lies within a flood-sensitive corridor. A sewer main crosses the eastern edge, and the municipality has requested a public access route along the river.
Analysis
Initial title review confirms ownership but identifies a registered utility easement and an unresolved boundary discrepancy. A survey reduces the usable parcel from 2.4 hectares to 2.1 hectares after reconciling the river setback and access corridor. The planning team estimates a potential FAR of 2.0, implying approximately 42,000 square metres of potential gross floor area before design and infrastructure deductions.
Environmental screening finds historical fuel storage. Intrusive testing is commissioned as a condition of the purchase agreement. Preliminary results indicate localised contamination, with remediation cost estimated between CU 0.8 million and CU 2.0 million. The utility authority confirms that sewer reinforcement is required and may take 18 months.
Market analysis shows strong demand for smaller apartments but slower demand for conventional offices. The highest and best use therefore appears to be a phased scheme with residential predominance, flexible workspace and limited retail rather than a large office component.
Approach and solution
The developer negotiates an option rather than an unconditional purchase. The option is conditional on acceptable environmental results, confirmation of sewer capacity, resolution of the boundary issue and planning approval for the access arrangement. The concept is redesigned to place less vulnerable uses and plant above the flood design level, while public access is integrated into the landscape plan.
The risk register identifies contamination, sewer delay, flood compliance, planning opposition, residential absorption and cost escalation as principal risks. The project uses a conservative remediation allowance, a time contingency, fixed-price packages where design is sufficiently mature, and a phased construction programme. The first phase is released only after evidence of market absorption and infrastructure commitment.
Outcome
The transaction proceeds at a renegotiated price of CU 9.8 million, reflecting remediation and infrastructure uncertainty. The first stage receives approval, but the office component is reduced and flexible units are designed for alternative residential or community use. The investment committee approves construction only after the sewer agreement and remediation plan are executed.
Learning points
The case demonstrates that due diligence can create value by changing transaction structure, not merely by rejecting a site. It also shows that the highest and best use is dynamic: it responds to environmental constraints, infrastructure, market evidence and planning negotiation. The option agreement preserves flexibility while uncertainty is resolved.
9. Professional, Ethical and Technological Considerations
Due diligence professionals owe duties of competence, independence, honesty and care. Material adverse information must not be suppressed to secure a transaction. Conflicts of interest should be disclosed, and the limits of expert reports should be stated clearly. A consultant who reports only favourable assumptions increases risk for investors, communities and future occupants.
Regulatory compliance includes planning law, environmental law, building and fire safety, accessibility, occupational health and safety, procurement rules, anti-corruption requirements, data protection and financial reporting obligations. Community engagement is not merely a public-relations exercise. Displacement, affordability, access, heritage and environmental justice may affect both legitimacy and approval risk.
Digital tools can improve diligence through remote sensing, BIM, automated document extraction, geospatial analysis, digital twins and machine-learning forecasts. AI can identify inconsistent clauses, classify planning documents or flag anomalous costs. However, automated outputs may reproduce biased data, misread legal language or obscure uncertainty. Human experts must validate sources, preserve version control, protect confidential information and document the basis of decisions. AI should support—not replace—professional judgement and statutory responsibility.
Challenges and Limitations
Due diligence cannot eliminate uncertainty. Information may be incomplete, contradictory, outdated or strategically presented. Planning outcomes may depend on discretion and politics. Market data may lag rapidly changing conditions. Cost estimates become less reliable when design is immature. Experts may disagree because they use different assumptions, standards or scopes.
The principal limitations are therefore:
false precision in financial models;
double counting or omission of costs and contingencies;
excessive reliance on desktop evidence;
failure to test correlated risks;
confusing legal possibility with economic feasibility;
treating a risk score as an objective probability;
inadequate consideration of climate change and social impacts;
confirmation bias within investment committees.
Best practice is to make assumptions explicit, commission proportionate investigations, obtain independent challenge, update the risk register at every gate, and retain an auditable record of changed assumptions and decisions.
Chapter Summary
Site analysis and due diligence integrate legal, physical, environmental, infrastructure, market and planning evidence into a development decision. The process begins with clear assumptions and proceeds through investigation, evaluation, risk treatment and stage-gate approval. Title review establishes ownership and burdens; planning review distinguishes legal permission from realistic development potential; physical and environmental studies test site suitability; infrastructure analysis verifies capacity and timing; and market analysis tests effective demand.
Highest and best use is the legally permissible, physically possible, financially feasible and maximally productive use. Residual land valuation, scenario analysis and sensitivity testing help compare alternatives, but their conclusions depend on transparent assumptions. A robust risk register identifies causes, events, consequences, owners, triggers, responses and residual exposure. Stage gates prevent irreversible commitments before critical uncertainties are resolved.
Professional practice requires independence, ethical disclosure, regulatory compliance, community awareness and careful use of digital and AI tools. The objective is not to remove all risk, which is impossible, but to understand uncertainty, allocate responsibility, preserve flexibility and make decisions that remain defensible when conditions change.
Key Terms
Due diligence: Systematic verification of facts, rights, obligations and risks before a real estate decision.
Site analysis: Evaluation of a site’s physical, spatial, legal, urban and economic characteristics.
Title: The legally recognised ownership and associated rights in land.
Easement: A right allowing a person or utility to use another party’s land for a defined purpose.
Encumbrance: A claim, restriction or burden affecting land or its use.
Planning permission: Formal authority to undertake a specified development.
Floor-area ratio (FAR): Permitted floor area divided by the relevant site area.
Net developable area: Site area remaining after deductions for roads, easements, setbacks and protected purposes.
Geotechnical investigation: Technical study of soil, rock, groundwater and foundation conditions.
Environmental contamination: Harmful substances present in soil, water, air or structures.
Infrastructure capacity: Ability of physical or institutional systems to serve additional development.
Effective demand: Demand supported by the ability and willingness to pay or occupy.
Highest and best use: Use that is legally permissible, physically possible, financially feasible and maximally productive.
Gross development value: Estimated total value of completed development.
Residual land value: Value remaining for land after development costs and required return are deducted.
Risk register: Structured record of risks, causes, impacts, owners, responses and status.
Expected monetary value: Probability-weighted monetary impact of a risk event.
Scenario analysis: Evaluation of coherent alternative sets of assumptions.
Stage gate: Formal decision point requiring specified evidence before further commitment.
Residual risk: Risk remaining after mitigation and controls.
Review Questions
Short Answer Questions
What is the difference between site analysis and due diligence?
State the four tests in highest and best use analysis.
Why can a title plan not replace a boundary survey?
Define residual risk and identify two ways it may be treated.
What information should be obtained from a utility provider before development?
Long Answer Questions
Explain how legal, physical, environmental, infrastructure and market investigations interact in a development decision.
Discuss the strengths and limitations of residual land valuation as a highest and best use tool.
Design a risk register for a brownfield mixed-use development and justify the principal response strategies.
Explain how stage-gate governance can reduce development risk without eliminating entrepreneurial opportunity.
Critically evaluate the use of GIS, BIM and AI in property due diligence, including data-quality and ethical risks.
Analytical / Application Questions
A site has a gross area of 18,000 m². Roads require 2,000 m², easements require 1,000 m² and a protected setback requires 1,500 m². If FAR is 1.8, calculate net developable area and theoretical potential gross floor area. State why the result may exceed realistic buildable floor area.
A proposed project has a GDV of CU 75 million. Costs are CU 43 million construction, CU 5 million fees, CU 3 million marketing and operations, CU 4 million finance, CU 2 million contingency and CU 10 million required profit. Calculate residual land value and assess a CU 9 million land price.
Compare two development alternatives using legal permissibility, physical feasibility, market absorption, infrastructure timing and residual value. Recommend a stage-gate decision and identify the evidence still required before acquisition.
Multiple Choice Questions with Answers
Question 1
Which statement best describes due diligence in real estate development?
A. A marketing exercise used to increase the asking price
B. Systematic verification of facts, rights, obligations and risks
C. A construction method for reducing labour costs
D. A valuation method based only on comparable sales
Correct Answer: B. Systematic verification of facts, rights, obligations and risks
Question 2
Which item is most directly established by title due diligence?
A. Expected residential absorption
B. Soil-bearing capacity
C. Registered ownership and encumbrances
D. Future construction inflation
Correct Answer: C. Registered ownership and encumbrances
Question 3
A site has a gross area of 10,000 m². Roads require 1,000 m² and easements require 500 m². What is the net developable area under the chapter’s simplified reconciliation?
A. 8,500 m²
B. 9,000 m²
C. 9,500 m²
D. 11,500 m²
Correct Answer: A. 8,500 m²
Question 4
If net developable area is 8,500 m² and FAR is 2.0, what is the theoretical potential gross floor area?
A. 4,250 m²
B. 8,500 m²
C. 10,500 m²
D. 17,000 m²
Correct Answer: D. 17,000 m²
Question 5
Which is not one of the sequential highest and best use tests?
A. Legally permissible
B. Physically possible
C. Financially feasible
D. Politically guaranteed
Correct Answer: D. Politically guaranteed
Question 6
A risk has a probability of 0.25 and a monetary impact of CU 800,000. What is its expected monetary value?
A. CU 200,000
B. CU 320,000
C. CU 600,000
D. CU 800,000
Correct Answer: A. CU 200,000
Question 7
Which risk response changes the project so that the risk no longer arises?
A. Accept
B. Avoid
C. Monitor
D. Escalate
Correct Answer: B. Avoid
Question 8
What is the principal purpose of a stage gate?
A. To ensure every project proceeds to construction
B. To replace all professional investigations
C. To require evidence before further capital commitment
D. To guarantee market demand
Correct Answer: C. To require evidence before further capital commitment
Question 9
If stabilised NOI is CU 2 million and the capitalisation rate is 8%, the simplified capitalisation value is:
A. CU 16 million
B. CU 20 million
C. CU 25 million
D. CU 160 million
Correct Answer: C. CU 25 million
Question 10
Why should an AI-generated due-diligence output be professionally validated?
A. AI cannot process any digital document
B. Automated outputs may misread language, reproduce bias or rely on poor data
C. Validation eliminates the need for source documents
D. AI outputs are legally binding approvals
Correct Answer: B. Automated outputs may misread language, reproduce bias or rely on poor data
Urban Economics & Land Development
Chapter 10
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