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    CSC Excellence In Risk Management April 2005

    Quantitative Risk Analysis for Mining LifeCycle Management.

    CIM Conference Risk WorkshopToronto

    April 24, 2005

    C. Coulthard, B.A. D. S. Evans Ph.D., P. Geol.

    I. Henderson M.Sc., P. Eng.

    CSC Project Management Services

    20 Fourth Street NE, Calgary. T2E 3R5(403) 233-7994 [email protected]

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    CSC Excellence In Risk Management April 2005

    Presentation Agenda

    (2) Introduction to Risk Management

    Risk Management Risk Identification and Quantification

    (1) Mining Issues and Problems Mining Activities Life Cycle Key Uncertainties

    (3) Risk Analysis and the Risk Management Process Quantitative Risk Management Tools

    (4) Specific Application Examples Portfolio Management

    Mine Development

    (5) Summary

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    CSC Excellence In Risk Management April 2005

    Life Cycle Activity: Business FocusStrategic Planning Stakeholder Value / Governance

    Selection of Business / Areas

    Portfolio Management Balance of Portfolio Rationalization of Assets

    Prospect Definition Rationalization of Assets

    Start Up / Ramp Up Production On Stream

    Development Project Execution

    Expansion Project Optimization and Planning

    Production Volumes, Rates, OPEX, Product Slate and Quality

    Abandonment Long Term Liabilities, Closure

    Mining Issues and Problems - Mining Life Cycle Activities

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    CSC Excellence In Risk Management April 2005

    Mining Issues and Problems Key Uncertainties

    Life Cycle Activity: Business Focus Key UncertaintiesStrategic Planning Market conditions

    Political & Social RiskStakeholder Value / GovernanceSelection of Business / Areas

    Portfolio Management Balance of Portfolio Rationalization of Assets

    Market conditions Political & Social RiskGeological Potential

    Prospect Definition Rationalization of Assets Resource Quality / Quantity Estimate of Potential Value

    Start Up / Ramp Up Production On Stream Quality of Execution, Technology and Regulatory Issues

    Development Project Execution Capital Cost, ScheduleTechnology

    Expansion Project Optimization and Planning

    Capital Cost, ScheduleTechnology, Interference

    Production Volumes, Rates, OPEX, Product Slate and Quality

    Ore grade, Plant operability, Operating team performance, Regulatory Issues

    Abandonment Long Term Liabilities, Closure Cumulative Impact of Operating Decisions, Environmental and

    Social Issues

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    CSC Excellence In Risk Management April 2005

    Presentation Agenda

    (2) Introduction to Risk Management

    Risk Management Risk Identification and Quantification

    (1) Mining Issues and Problems Mining Activities Life Cycle Key Uncertainties

    (3) Risk Analysis and the Risk Management Process Quantitative Risk Management Tools

    (4) Specific Application Examples Portfolio Management

    Mine Development

    (5) Summary

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    CSC Excellence In Risk Management April 2005

    Traditional

    Project

    Risk

    Management

    Time

    Cost Quality

    + =

    Optimized

    Value

    Fit forPurpose

    ContinuousImprovement

    BreakthroughThinking

    Pick any Two

    Project Management Mantras

    =+

    Risk Management is used to maximize the Project value by testing strategies to find the optimum.

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    CSC Excellence In Risk Management April 2005

    Three Techniques are available that address different levels of Risk Management

    Qualitative Range Estimating Quantitative Analysis

    Identify key project risks Optimize project configuration and shareholder value.

    Calculate AppropriateContingency Targets

    Objective

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    CSC Excellence In Risk Management April 2005

    Three Techniques are available that address different levels of Risk Management

    Qualitative Range Estimating Quantitative Analysis

    Identify key project risks Optimize project configuration and shareholder value.

    Calculate AppropriateContingency Targets

    Large Group Consensus Based Broad Expert Group with

    judgment based assessment.

    Small group Consensus based

    or individual interviews(Template driven).

    Assessment

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    CSC Excellence In Risk Management April 2005

    Three Techniques are available that address different levels of Risk Management

    Qualitative Range Estimating Quantitative Analysis

    Identify key project risks Optimize project configuration and shareholder value.

    Calculate AppropriateContingency Targets

    Large Group Consensus Based Broad Expert Group with judgment

    based assessment.

    Small group Consensus based or

    individual interviews (Templatedriven).

    Considers all strategic options,execution plans and external

    risks.

    Considers the project execution plan and assumptions.

    Considers the fixed execution plan, assumptions and someexternal risks.

    Scope

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    CSC Excellence In Risk Management April 2005

    Three Techniques are available that address different levels of Risk Management

    Qualitative Range Estimating Quantitative Analysis

    Identify key project risks Optimize project configuration and shareholder value.

    Calculate AppropriateContingency Targets

    Large Group Consensus Based Broad Expert Group with judgment

    based assessment.

    Small group Consensus based or

    individual interviews (Templatedriven).

    Considers all strategic options,execution plans and external risks.

    Considers the project execution plan and assumptions.

    No Modeling Custom Integrated modeling highlighting cross impacts from project areas.

    Tool-Driven Modeling focusing on one aspect of project (Cost,Schedule or Economics).

    Considers the fixed execution plan, assumptions and someexternal risks.

    Modeling

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    CSC Excellence In Risk Management April 2005

    Three Techniques are available that address different levels of Risk Management

    Qualitative Range Estimating Quantitative Analysis

    Identify key project risks Optimize project configuration and shareholder value.

    Calculate AppropriateContingency Targets

    Large Group Consensus Based Broad Expert Group with judgment

    based assessment.

    Small group Consensus based or

    individual interviews (Templatedriven).

    Considers all strategic options,execution plans and external risks.

    Considers the project execution plan and assumptions.

    No Modeling Custom Integrated modelinghighlighting cross impacts from

    project areas.

    Tool-Driven Modeling focusingon one aspect of project (Cost,Schedule or Economics).

    Considers the fixed execution plan, assumptions and someexternal risks.

    No Correlation Conditioning Variables to captureunderlying risks & correlation,

    determined by project team.

    Tool-Driven based on distribution, determined by risk

    analyst

    Correlation

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    CSC Excellence In Risk Management April 2005

    Three Techniques are available that address different levels of Risk Management

    Qualitative Range Estimating Quantitative Analysis

    Identify key project risks Optimize project configuration and shareholder value.

    Calculate AppropriateContingency Targets

    Large Group Consensus Based Broad Expert Group with judgment

    based assessment.

    Small group Consensus based or

    individual interviews (Templatedriven).

    Considers all strategic options,execution plans and external risks.

    Considers the project execution plan and assumptions.

    No Modeling Custom Integrated modelinghighlighting cross impacts from

    project areas.

    Tool-Driven Modeling focusingon one aspect of project (Cost,Schedule or Economics).

    Considers the fixed execution plan, assumptions and someexternal risks.

    No Correlation Conditioning Variables to captureunderlying risks & correlation,

    determined by project team.

    Tool-Driven based ondistribution, determined by risk

    analyst

    Project Team, Constructors, and EPCM Contractors.

    Project Team, Owners,Stakeholders, Constructors &

    EPCM Contractors.

    Project Team, Constructors, and EPCM Contractors

    Audience

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    CSC Excellence In Risk Management April 2005

    Outcome Uncertainty(Cost, Schedule or Economic)

    Risk Variable Correlations

    Integrated Modeling(Cost & Schedule)

    Full Cycle Analysis(Production / Revenue / Finance / Returns)

    Underlying Risk Drivers(Corporate / Economic / Regulatory / Political Environment)

    Strategic and Tactical Alternatives Review

    External / Event Driven Risk Impacts

    Outside the Box Risks(Project Assumptions)

    Properly conducted risk analysis builds on the early tools used forqualitative analysis (KT, SWOT) and range estimation to include all the

    risk and opportunity impacts on a project or decision.Qualitative

    AnalysisRange

    EstimationQuantitative

    Analysis C om pr e h

    e n s i v e Ri s k E n

    v e l o p e f or

    d e c i s i onm

    ak i n

    g

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    CSC Excellence In Risk Management April 2005

    Five Levels of Risk Management Maturity*

    Level 1: Ad Hoc

    Level 2: Initial

    Level 3: Repeatable

    Level 4: Managed

    Level 5:Comprehensive

    * Modified from PMI Risk Management Group, 2002

    Success depends on the competencies and heroics of individuals

    Risk awareness, but no precedents, structures or drive in place for consistent application.

    (Qualitative, KT Analysis SWOT )

    Risk Management has been implemented into routine business processes.

    (Risk Register, Range Estimating, Real Options)

    Risk Management Standard and defined processes used across the organization

    (Quantitative Risk Analysis)

    Risk Management is used to base both individual decisions and strategic planning on quantified values

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    CSC Excellence In Risk Management April 2005

    Frames the decision problem and documents a consistent set of assumptions, limitations and constraints ...

    Allows all strategies to be tested in an uncertain environment and compared in a quantified manner

    Identifies all sources of uncertainty and assesses the probability of occurrence and impact on the results ...

    Provides an effective communication tool so that the assumptions and uncertainties are clearly communicated to stakeholders

    Uses conditioning variables to model the underlying uncertainties toensure the project/activity performs in a logical manner...

    Assists in mitigation planning, implementation tactics, and identifies opportunities to enhance project/activity value.

    Quantitative Risk Analysis is a rigorous and comprehensive

    process that:

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    CSC Excellence In Risk Management April 2005

    A rigorous process is applied consistently to evaluate all projects

    1Frame

    TheProblem

    2DevelopAnalysis

    Basis3

    EvaluateTheRisks

    4Interpret

    TheResults

    RiskManagement

    Recycle to Focus on Most Important Risks

    DevelopAlternativeStrategies.

    Identify allImportantSources ofUncertainty.

    Model howunderlyinguncertaintiesinteract toinfluenceoutcomeson the Project.

    Identify theExperts in eachof the uncertainvariables.

    Assess theimpact and theprobability ofoccurrence foreach uncertainvariable.

    Calculate theuncertainty inthe key resultmeasures.

    Quantify therisk & returnfor each scenario.

    Analyze anddocument the

    results.

    Identifypreemptiveactions.

    Developcontingencyplans.

    Recommendedactions.

    5

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    CSC Excellence In Risk Management April 2005

    Cold Eyes ReviewTeam Involvement

    Project Team

    Involvement

    Operations Team

    Involvement

    Risk ContractorInvolvement

    Risk Management Process

    An effective Risk Management plan must re-evaluate the risks on the project and their impacts throughout the project life cycle. Each phase of the risk analysis involves a different focus and a different mix of disciplines.

    StrategicPlanning

    ProjectDefinition

    ProjectFinancing

    Mid-Construction

    ProjectStart Up

    Year 1Full

    Operations

    ProjectExecution

    Corporate

    PlanningInvolvement

    StrategicTactical

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    CSC Excellence In Risk Management April 2005

    Presentation Agenda

    (2) Introduction to Risk Management Risk Management Risk Identification and Quantification

    (1) Mining Issues and Problems Mining Activities Life Cycle Key Uncertainties

    (3) Risk Analysis and the Risk Management Process Quantitative Risk Management Tools

    (4) Specific Application Examples Portfolio Management

    Mine Development

    (5) Summary

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    CSC Excellence In Risk Management April 2005

    ProbabilityDistributions

    Tornado DiagramsStep Diagrams

    Interview Issues Model and Test Options

    Scheduled, Formal ReviewsUpdated Model Results(Probabilities, Tornados, Steps)Management Risk Reporting

    Base Design& Operating Plans

    Contingency Plans

    RiskMonitoring

    System

    Project Targets Immediate RiskControl Measures

    Risk Analysis

    Risk Analysis is the centerpiece of a Risk Management Process

    There are four key outputs from a comprehensive Risk Analysis

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    CSC Excellence In Risk Management April 2005

    The probability distribution illustrates the full range of project uncertainty and is used to set the project targets at appropriate confidence levels.

    *Expected

    Value

    10/90 Range

    CAPEX, Schedule, OPEX, etc.

    90%

    50%

    10%

    Note:1. Each point on the curve is a result from

    a single Monte Carlo trial. The expected value represents the average value of all

    the trials.

    2. The slope of the 10/90 range represents the uncertainty, the flatter the curve, the more uncertainty.

    3. The curve below the expected value

    indicates upside opportunity, the portion above shows the downside risk.

    P r o b a b i l i t y

    Project Targets

    P80 (?) Confidence Level

    UpsideOpportunity

    DownsideRisk

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    CSC Excellence In Risk Management April 2005

    *

    Project Production (or NPV, ROCE, ROR)

    90%

    50%

    10%

    P r o b a b i l i t y

    UpsideOpportunity

    DownsideRisk

    Probability distributions illustrate opportunity and risk trade- offs, and can be used to select the best project option.

    Option B

    ExpectedValue

    Option A

    Project Targets

    Option B has slightly more riskwith a much greater upside

    opportunity.

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    CSC Excellence In Risk Management April 2005

    -60 -40 -20 0 20 40 60Start Date

    EV = 20-Dec-07

    Days

    The tornado diagram identifies and ranks the key project risks and is a tool that helps the project team to focus on the

    most important drivers.

    Road Preparation Duration 3 6Labour Productivity Delays -1.25 1.75Plant Pad Preparation Duration 3 6Labour Unrest Delays 0 2.3Execution Organization Performance Best Worst

    Regulatory Duration 11.3 16.5Competing Project Environment Low HeatedStart-up & Commissioning Duration (Early Steam) 1.5 2.4Terms of Reference - Duration 3 4Regulatory Environment Relaxed StringentTerms of Reference - Application Date 1-Aug-02 1-Oct-02

    Labour Availability Delays 0 1.4OTSG Manufacture & Delivery Duration 12 16Weather Delays 0 0.5Long Lead Equipment Delays -1 2

    Immediate Risk Control Measures

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    C S C Ex c el l en c eI n Ri s k M an a g em en t

    1 5 -A u g- 0 7

    1 - S e p- 0 7

    1 5 - S e p- 0 7

    1 - O c t - 0 7

    1 5 - O c t - 0 7

    1 - N o v- 0 7

    1 5 - N o v- 0 7

    0 1 -D e c - 0 7

    1 5 -D e c - 0 7

    0 1 - J an- 0 8

    AFE Approval + 6

    Engineering to 60% +1 3

    Preliminary Vendor Data +7

    Module Steel Fabrication 0

    Module PipeFabrication Duration 0

    Rack/ ProcessModule Assembly

    - 3

    Last Process Area ModuleOn-site to Construction

    Complete

    0

    Evaporator Units 0

    Vapour Compressors 0

    Site Prep Duration +1

    Piling - 8

    Commissioning Duration +1 4

    Start-up Duration - 3

    Construction Duration + 3 1

    Materials Delivery + 5

    Weather Delay + 5

    Labour Issues+1 2

    L g L d +

    S t ar t D

    a t e

    B a s e = 0 3 - S e p- 0 7

    T h e S t e pD i a gr a m d e m o n s t r a t e s w h e r e t h e gr o w

    b a s e e s t i m a t e t o t h e E x p e c t e d V a l u e o c c ur s , a n d id

    f a c t or s i m p a c t i n g t h e c o s t .

    I m m

    e d i a t e R i s k C o n t r o l M

    e a s ur e s

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    CSC Excellence In Risk Management April 2005

    A complete risk register considers all sources of information available for the project uncertainties.

    Immediate Risk Control Measures

    ProjectDocumentation

    QualitativeAnalysis

    QuantitativeAnalysis

    Risk Register

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    CSC Excellence In Risk Management April 2005

    0%

    10%

    20%

    30%

    40%

    50%

    60%

    70%

    80%90%

    100%

    1-Jan-03 1-Jan-04 1-Jan-05 1-Jan-06 1-Jan-07

    UnconstrainedFix Filing Date (-120 days)

    Early Application (-40 days)

    No JV Delays (-60 days)No Staffing Delays (-30 days)

    The analysis can be used to evaluate impacts of schedule

    risks, and test mitigation steps to show the potential for schedule advancement. Incremental mitigation can be

    applied to reach an acceptable target date.

    BaseEV = 1-Nov-04

    MitigatedEV = 21-Feb-04

    Contingency Plans

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    CSC Excellence In Risk Management April 2005

    P r o b a b i l i t y

    Project NPV ($MM)

    10%

    30%

    50%

    70%

    90%

    2000-800 -400 0 400 800 1200 1600

    DefinitionEV = 528 $MM Project AFE

    EV = 697 $MM

    Mid-ConstructionEV = 669 $MM

    Start UpEV = 695 $MM

    PlanningEV = 460 $MM

    Use of risk analysis throughout the project life helps the

    project team to focus on the most important risks for each stage of development, resulting in a better defined project

    (i.e. less risk).

    Risk Monitoring System

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    CSC Excellence In Risk Management April 2005

    Presentation Agenda

    (2) Introduction to Risk Management Risk Management Risk Identification and Quantification

    (1) Mining Issues and Problems Mining Activities Life Cycle Key Uncertainties

    (3) Risk Analysis and the Risk Management Process Quantitative Risk Management Tools

    (4) Specific Application Examples Portfolio Management

    Mine Development(5) Summary

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    CSC Excellence In Risk Management April 2005

    Mining Issues and Problems Key Uncertainties

    Life Cycle Activity: Business Focus Key UncertaintiesStrategic Planning Market conditions

    Political & Social RiskStakeholder Value / GovernanceSelection of Business / Areas

    Portfolio Management Balance of Portfolio Rationalization of Assets

    Market conditions Political & Social Risk

    Geological Potential Prospect Definition Rationalization of Assets Resource Quality / Quantity

    Estimate of Potential Value

    Start Up / Ramp Up Production On Stream Quality of Execution, Technology and Regulatory Issues

    Development Project Execution Capital Cost, ScheduleTechnology

    Expansion Project Optimization and Planning

    Capital Cost, ScheduleTechnology, Interference

    Production Volumes, Rates, OPEX, Product Slate and Quality

    Ore grade, Plant operability, Operating team performance, Regulatory Issues

    Abandonment Long Term Liabilities, Closure Cumulative Impact of Operating Decisions, Environmental and

    Social Issues

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    CSC Excellence In Risk Management April 2005

    Mining Issues and Problems

    Activity: Business Focus Key UncertaintiesStrategic Planning Market conditions

    Political & Social RiskStakeholder Value / GovernanceSelection of Business / Areas

    Portfolio Management Balance of Portfolio Rationalization of Assets

    Market conditions Political & Social RiskGeological Potential

    Prospect Definition Rationalization of Assets Resource Quality / Quantity Estimate of Potential Value

    Early in the Project life cycle the analysis should be focused at a high level to level to

    ensure that the right strategic decision is taken.

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    CSC Excellence In Risk Management April 2005

    Strategy Table for Country Risk Analysis

    Decisions

    Strategy Country Commodities Mining

    Extraction

    Processing Markets

    Increasing Reserves

    Canada Polymetallic Open Pit Heap Leach In Country

    Competitive Need

    Indonesia Precious Metals

    Underground Standard Flotation &

    Concentration

    Regional

    Competitive

    Advantage

    Russia Industrial

    Minerals

    InSitu Leach Solvex

    Smelting

    & Refining

    In Country:onsite

    In Country:offsite

    Out Of

    Country

    International

    Selected Strategy Options

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    CSC Excellence In Risk Management April 2005

    Portfolio Management to select best mining project

    Pre-Acquisition Acquisition

    ProjectExecution

    CAPEX

    OPEX

    Revenue

    ProjectNPV

    DiscountRate

    AcquisitionDuration

    Exploration/ AFE Duration

    Mech.Duration

    ExtraordinaryCosts

    Acquisition/ Exploration

    Costs

    LocalBenefits

    LabourProductivity

    LabourCosts

    Energy &Utility Costs

    ChemicalCosts

    FixedCosts

    Variable

    Costs

    BulksMaterial& EquipmentCosts

    CommodityPrice

    FiscalTerms

    Taxes &Royalties

    Expropriate

    FirstProduction

    Smelting &Refining Costs

    Closure

    EnvironmentalPerformance

    Infrastructure

    Costs

    PoliticalClimate

    Socio-CulturalEnvironment

    EnvironmentalPerformance

    ClosureCost

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    CSC Excellence In Risk Management April 2005

    0%

    10%

    20%

    30%40%

    50%

    60%

    70%80%

    90%

    100%

    -1500 -1000 -500 0 500 1000 1500

    P r o b a b i l i t y

    $MM NPV @ 12%

    NPV Country Case Comparison

    CanadaEV = $147 MM

    IndonesiaEV = $48 MM

    Portfolio Management

    RussiaEV = -$415 MM

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    -1000

    -500

    0

    500

    1000

    2000 2005 2010 2015

    Canada PayoutEV = 2011

    Indonesia PayoutEV = 2014

    Russia PayoutEV = Never

    $ M M

    Cumulative Cash Flow

    Year

    Portfolio Management

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    -100 0 100 200 300 400

    EV = $147 MM

    $MM NPV @ 12%

    The Tornado Diagram highlights the key drivers for the option and identifies areas to focus mitigation efforts to ensure success

    NPV Canadian Case

    Political ClimateDaily ProductionSocio-Cultural EnvironmentTaxes & RoyaltiesAu GradeCu Price

    Environmental PerformanceAu PriceLabour CostsZn Recovery RateZn Grade

    Chemical CostsRamp-up DurationLocal Benefits

    Acquisition / Exploration Costs

    Portfolio Management

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    Mining Issues and Problems

    Activity: Business Focus Key Uncertainties

    Start Up / Ramp Up Production On Stream Quality of Execution, Technology and Regulatory Issues

    Development Project Execution Capital Cost, ScheduleTechnology

    Expansion Project Optimization and Planning

    Capital Cost, ScheduleTechnology, Interference

    During the Project Development phase the analysis should have more focus on the tactical level to ensure that the project is executed well.

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    CSC Excellence In Risk Management April 2005

    Materials/ EstimateVariance

    TotalProject

    CAPEX

    $ 160 MM

    Indirects

    $ 20 MM

    Mill

    $ 60 MM

    Mine

    $ 60 MM

    $ 40 MMLevel

    Excavation

    $ 5 MM

    ShaftExcavation

    $ 5 MM

    Water

    $ 5 MM

    Roads

    $ 10 MM

    Miscellaneous

    BidRate

    EngineeringCost

    Variance

    OrganizationPerformance

    CompetingProjects

    LabourProductivity

    $3 MM

    Administration$ 15 MM

    EPCM

    ExchangeRate

    $1.5 MM/yrSustaining

    Capital

    LocalBenefits

    CostVariance

    SubsurfaceEquipment

    $ 15 MM

    $20 MM

    Infrastructure

    UsedEquipment

    LabourRate

    ScopeVariance

    Development capital cost for a mining project

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    0%

    10%20%

    30%

    40%

    50%60%

    70%

    80%

    90%100%

    50 100 150 200 250 300

    P r o b a b i l i t y

    CAPEX ($MM)

    The Cumulative Probability Distribution shows that $35 MM (16%) contingency is required for a 70% confidence limit. The slope

    (uncertainty) in the curve approximates a Class V Estimate.

    Expected ValueCAPEX = $175 MM

    Development - CAPEX

    Base Estimate$160 MM

    P90 = $220 MM

    P90 = $130 MM

    Class V Estimate+25%/-25%

    $35 MM

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    -15 -10 -5 0 5 10 15 20

    Mine Dev. Unit Cost VarianceMine Dev. Quantities VarianceCompeting Projects EnvironmentLevel Excavation Dev. Scope Variance

    Infrastructure CostsExecution Organization PerformanceInfrastructure Construction DurationRegulatory Process DurationTailings Cost VarianceRoads Cost VarianceSubsurface Equipment CostsMine Construction DurationEPCM Cost Variance -BaseLeaseholder Negotiations DurationWater Cost Variance -Base

    Total Capital Expenditure $MM

    $175 MM

    The range in in Capital Cost is largely due to uncertainty in Mine UnitCost Variance, Mine Quantities Variance and Level Development Scope

    Variance.

    Development - CAPEX

    P i A d

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    CSC Excellence In Risk Management April 2005

    Presentation Agenda

    (2) Introduction to Risk Management Risk Management Risk Identification and Quantification

    (1) Mining Issues and Problems Mining Activities Life Cycle Key Uncertainties

    (3) Risk Analysis and the Risk Management Process

    Quantitative Risk Management Tools

    (4) Specific Application Examples Portfolio Management Mine Development

    (5) Summary

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    CSC Excellence In Risk Management April 2005

    Risk management is fundamental for accountability on corporate governance and on maximizing shareholder value. It begins with strategic definition and continues in a consistent manner throughout the project life cycle. The earlier risk management starts, the earlier you can avoid

    or mitigate risks and capture opportunities.

    Risk Management ensures that there are no surprises. Documentation of assumptions and all risks. Communication of risk analysis results and the plan for managing those risks (avoid, accept, manage). The focus of effortsis on the underlying project risks.

    Range Estimating is not Risk Analysis. Fully accountable risk analysis considers the specific uncertainties of a project, and incorporates these underlying risks into the project value. Processes that provide

    single-point outcomes or risk distributions based on the probability of fixed outcomes(decision trees, KT, range estimating) do not meet the definition of risk analysis.

    Ignoring risks to a project is not an option ; important decisions will be made anyway, should they not be made with the best information available?

    (Project Manager Today, October 2000)

    Modern Day Applications of Risk Analysis to Mining Issues and Problems