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RPIC Montreal 2016 Presented by: Francois Lauzon Prepared by: David Wilson Stantec Consulting Ltd. April 27, 2016 Managing Risk at Northern Contaminated Sites: Differentiating Assessment-derived Uncertainty from Risk Assessment Conservatism in Remedial Action Planning
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Managing Risk at Northern Contaminated Sites ......RPIC Montreal 2016 Presented by: Francois Lauzon Prepared by: David Wilson Stantec Consulting Ltd. April 27, 2016 Managing Risk at

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Page 1: Managing Risk at Northern Contaminated Sites ......RPIC Montreal 2016 Presented by: Francois Lauzon Prepared by: David Wilson Stantec Consulting Ltd. April 27, 2016 Managing Risk at

RPIC Montreal 2016

Presented by: Francois Lauzon

Prepared by: David Wilson

Stantec Consulting Ltd.

April 27, 2016

Managing Risk at Northern Contaminated Sites: Differentiating Assessment-derived Uncertainty from Risk Assessment Conservatism in Remedial Action Planning

Page 2: Managing Risk at Northern Contaminated Sites ......RPIC Montreal 2016 Presented by: Francois Lauzon Prepared by: David Wilson Stantec Consulting Ltd. April 27, 2016 Managing Risk at

Agenda

1 Uncertainty in Site and Risk Assessment

2 Role of Risk Assessment in Remedial Action Planning

3 The Uncertainty (Risk) Budget

4 Working with Risk

5 Case Example

Page 3: Managing Risk at Northern Contaminated Sites ......RPIC Montreal 2016 Presented by: Francois Lauzon Prepared by: David Wilson Stantec Consulting Ltd. April 27, 2016 Managing Risk at

Uncertainty in Site and Risk Assessment

“Risk is like fire: If controlled it will help you; if uncontrolled it will rise up and destroy you” - Theodore Roosevelt

1

Page 4: Managing Risk at Northern Contaminated Sites ......RPIC Montreal 2016 Presented by: Francois Lauzon Prepared by: David Wilson Stantec Consulting Ltd. April 27, 2016 Managing Risk at

Definitions Risk •  Treasury Board (2010b): “the effect of uncertainty on

objectives” or “the expression of likelihood and impact of an event” [4]

Uncertainty •  Treasury Board (2010a): “the state, even partial, of

deficiency of information related to understanding or knowledge of an event, its consequence, or likelihood” [3]

•  Environment Canada (2012): the “state of having limited knowledge where it is impossible to exactly describe an existing state or future outcome” [1]

•  Types of uncertainty:

•  Aleatory or Exogenous Uncertainty - statistical variability and heterogeneity of the system (e.g., standard deviation of sample results)

•  Epistemic Uncertainty - model and parameter uncertainty (e.g., infiltration rate)

“Deep Uncertainty”: - uncertainty

about fundamental processes or assumptions [2]

Often forgotten: also includes scenario and decision-rule uncertainty

Page 5: Managing Risk at Northern Contaminated Sites ......RPIC Montreal 2016 Presented by: Francois Lauzon Prepared by: David Wilson Stantec Consulting Ltd. April 27, 2016 Managing Risk at

Building the Conceptual Site Model Phase CSM

COCs* Terrestrial/ Land Use

Climate/ Hydrology

Hydro-geology

Aquatic

ESA I I(G) Historical land use/SARA/

terrestrial species

Identify surface water (SW)

bodies

Water wells SARA/aquatic species

ESA II C(G) Characterize soils (impacted and background)

Characterize SW (impacted and background)

Stratigraphy, groundwater

(GW)

Characterize SW and

sediment

ESA III D(G) Delineate soil impacts/

background

Characterize SW transport

Porosity/ Gradients/

GW Transport

Delineate SW and sediment

impacts

HHERA C(SS) Define human health and eco

exposures

Consider seasonality and

trends

Characterize GW exposure

Characterize SW/sediment

exposure

RAP D(SS) Risk mitigation (remedial options) / management measures

* I(G) = Identify (generic guideline) C(G) = Characterize (generic guideline) D(G) = Delineate (generic guideline) C(SS) = Characterize (site-specific guideline) D(SS) = Delineate (site-specific guideline)

Page 6: Managing Risk at Northern Contaminated Sites ......RPIC Montreal 2016 Presented by: Francois Lauzon Prepared by: David Wilson Stantec Consulting Ltd. April 27, 2016 Managing Risk at

Uncertainty and the CSM How should it be developed? [5] Dealing with uncertainty: •  Understand the data by doing exploratory analysis

•  Identify and quantify uncertainty – revisions to the CSM are expected

•  Question assumptions

•  Supplement data where needed, re-analyze, update the CSM

[6] SAP = sampling and analysis plan

Page 7: Managing Risk at Northern Contaminated Sites ......RPIC Montreal 2016 Presented by: Francois Lauzon Prepared by: David Wilson Stantec Consulting Ltd. April 27, 2016 Managing Risk at

Sources of Uncertainty

Uncertainty is generally identified within a phase but is often not carried to a subsequent phase (e.g., from ESA to ROA/RAP; from RA to ROA/RAP; from ROA to RAP; from ROA/RAP to Cost) [7]

SOURCE e.g.s: NORTHERN SITE ‘MAGNIFIERS’

Quantification

Background conditions poorly defined

Limited time/samples

Parameter inclusion as COC: Y/N/Unk.

CSM not fully developed

Limited site-specific physical system data

Some COCs not identified

Limited historical data

Parameter inclusion as COC: Y/N/Unk.

Impacts not delineated

Risk assessment exposure scenarios not ‘typical’

Impacted soil volume range: x m3 ± y m3

Decision criteria not defined

Identifying/engaging stakeholders challenging

Identify reliance of decisions on site objectives

Page 8: Managing Risk at Northern Contaminated Sites ......RPIC Montreal 2016 Presented by: Francois Lauzon Prepared by: David Wilson Stantec Consulting Ltd. April 27, 2016 Managing Risk at

Characterizing Uncertainty

Aleatory or Exogenous Uncertainty •  Measures of statistical variability:

o  standard deviation (parametric and non-parametric)/ standard error; variogram

•  Bayesian probabilities

Epistemic Uncertainty •  Model sensitivity analysis

•  Monte Carlo simulation

Deep Uncertainty •  Expert judgment

•  Pairwise comparison of significance

Page 9: Managing Risk at Northern Contaminated Sites ......RPIC Montreal 2016 Presented by: Francois Lauzon Prepared by: David Wilson Stantec Consulting Ltd. April 27, 2016 Managing Risk at

Role of Risk Assessment in Remedial Action Planning

"Reality is that which, when you stop believing in it, doesn’t go away“ - Philip K. Dick

2

Page 10: Managing Risk at Northern Contaminated Sites ......RPIC Montreal 2016 Presented by: Francois Lauzon Prepared by: David Wilson Stantec Consulting Ltd. April 27, 2016 Managing Risk at

Remedial Action Planning

Objective: •  Reduce risk to acceptable

levels as effectively and efficiently as possible

Inputs: •  Site hazards posing

significant human health or ecological risks

Outputs: •  Recommended remedial/risk

management options that eliminate risk or reduce to acceptable levels

ESA

RAP

Page 11: Managing Risk at Northern Contaminated Sites ......RPIC Montreal 2016 Presented by: Francois Lauzon Prepared by: David Wilson Stantec Consulting Ltd. April 27, 2016 Managing Risk at

Risk Assessment

Reduce Uncertainty of Using Generic Criteria: •  Screen out/in COCs •  Eliminate non-existing

pathways and receptors Define Site-specific Criteria: •  Based upon site COC

concentrations •  For site receptors Dependencies: •  Exposure scenarios: land

use assumptions •  Pathways: CSM

COPCs & Media

Pathways Receptors

Risk resides here

Page 12: Managing Risk at Northern Contaminated Sites ......RPIC Montreal 2016 Presented by: Francois Lauzon Prepared by: David Wilson Stantec Consulting Ltd. April 27, 2016 Managing Risk at

Remedial Options Analysis

Hazard

Toxicity Location Size/volume Stability

Attributes: Uncertainties: ESA-CSM or RA:

TRVs; Exposure duration Pathways/receptors + / - Trend

RA Both ESA-CSM ESA-CSM

How do uncertainties affect the ROA?

Significant or not: elimination, reduction or management RO Technology

RO Cost/Duration RO Technology/Cost/Duration

Page 13: Managing Risk at Northern Contaminated Sites ......RPIC Montreal 2016 Presented by: Francois Lauzon Prepared by: David Wilson Stantec Consulting Ltd. April 27, 2016 Managing Risk at

The Uncertainty (Risk) Budget

“There are those who are so scrupulously afraid of doing wrong that they seldom venture to do anything” - Vauvenargues

3

Page 14: Managing Risk at Northern Contaminated Sites ......RPIC Montreal 2016 Presented by: Francois Lauzon Prepared by: David Wilson Stantec Consulting Ltd. April 27, 2016 Managing Risk at

The ESA Risk Budget Component Phase of

Definition Nature of Uncertainty Management of

Uncertainty

Background Conditions

II, III Nat. Var. – mean, S.D. Epistemic - 95% UCLM; High natural

Additional sampling

CSM: Land use I, II, III Epistemic - generic criteria Deep - future intentions

Conservatism (lowest criteria)

CSM: Terrestrial Environment

I, II (Preliminary) II, III (Mature)

Nat. Var. - soil depth, grain size, FOC, groundwater Epistemic - porosity

Conservatism (e.g., coarse grained); additional sampling

CSM: Aquatic Environment

I, II (Preliminary) II, III (Mature)

Nat. Var. – seasonality, TDS/ TSS, pH, species Epistemic – flows (e.g., 7Q10)

Conservatism (e.g., max values); additional sampling

COCS: Identification

I, II Epistemic - COCs > Tier 1 criteria not identified

Gap analysis; additional sampling

COCs: Characteri-zation

II Nat. Var. - mean, S.D. Epistemic - generic vs. site-specific criteria

Gap analysis; additional sampling

COCs: Delineation

III Nat. Var. - extent in x, y, z, duration in t Epistemic - qualifiers (L, M, H)

Gap analysis; additional sampling; contingency volume

Page 15: Managing Risk at Northern Contaminated Sites ......RPIC Montreal 2016 Presented by: Francois Lauzon Prepared by: David Wilson Stantec Consulting Ltd. April 27, 2016 Managing Risk at

The RA Risk Budget Component Nature of Uncertainty Management of

Uncertainty

Inputs Background Conditions As per ESA Reference sites 95% UCLM

CSM: Land use Human health exposure scenario; Applicable pathways

Conservatism (chronic vs. acute exposure)

CSM: Terrestrial and aquatic environments

Ecological exposure scenario; Applicable pathways

Modeled vs. measured concentrations

ESA COCs Nat. Var. – mean, S.D., extent in x, y, z, duration in t

95% UCLM = EPC OR max. conc.

Models Human health dose model

TRV Conservatism (e.g. published uncertainty factors for TRVs)

Ecological dose model Species; Exposure area and duration

Conservatism (e.g. most sensitive species; max. concentrations)

Page 16: Managing Risk at Northern Contaminated Sites ......RPIC Montreal 2016 Presented by: Francois Lauzon Prepared by: David Wilson Stantec Consulting Ltd. April 27, 2016 Managing Risk at

ESA and RA Risk Budgets Compared

How much of the uncertainty is due to natural variability, to ESA-CSM models used, to RA models used, or to deeper issues?

Find out: predict expected case, best case, and worst case values

E.g. area of soil impacted with arsenic

COC – arsenic Volume – 100 m3 +/- 20 m3

Soil texture – undefined Sample results: # samples: 7 95% UCLM = N/a Log-norm. mean = 136 mg/kg Max. concentration = 367 mg/kg

HH chronic TRVs: Ingestion 1.8 (mg/kg-d)-1

Inhalation 27 (mg/kg-d)-1 HH HQ – 1.6 (FN toddler) Eco subchronic TRVs: Dog 0.55 (mg/kg-d) UF: 3

Eco HQ – 10 (Masked shrew)

ESA RA 20% - 10% -

10% -

- 10%

- 20% - 5% - 10%

- 50% - 10%

Page 17: Managing Risk at Northern Contaminated Sites ......RPIC Montreal 2016 Presented by: Francois Lauzon Prepared by: David Wilson Stantec Consulting Ltd. April 27, 2016 Managing Risk at

The Conservatism Cascade

ESA

RA

to

Error Type*

Component

Background Conditions

CSM: Land use

CSM: Terrestrial

Environment

CSM: Aquatic

Environment

COCS: Identifica-

tion

COCs: Characteri-

zation

COCs: Delineation

Not enough samples

Future use unknown

GW pathway

undefined

Aquatic species

undefined

COCs not identified

COCs not character

-ized

COCs not delineated

Max value vs. mean

Most sensitive

use

GW pathway assumed

Species assumed present

COC list assumed complete

Charac-terization assumed

Delineation assumed

Impact on Risk

* Assuming a site is contaminated, Type 1 = false negative (i.e., incorrectly assuming site is clean, and Type 2 = false positive (i.e., incorrectly assuming site is contaminated)

1 2 2 2 1 1 1

Page 18: Managing Risk at Northern Contaminated Sites ......RPIC Montreal 2016 Presented by: Francois Lauzon Prepared by: David Wilson Stantec Consulting Ltd. April 27, 2016 Managing Risk at

Working with Risk

“Fail to plan, plan to fail”

4

Page 19: Managing Risk at Northern Contaminated Sites ......RPIC Montreal 2016 Presented by: Francois Lauzon Prepared by: David Wilson Stantec Consulting Ltd. April 27, 2016 Managing Risk at

Revisiting the CSM Post-RA

The Dynamic CSM •  Before beginning the ROA, update the CSM based upon the

RA results

Investments in Uncertainty Reduction •  Best approach for a given hazard still unclear (i.e.,

remediate vs. risk manage)?

•  Is the information needed for ROA (application of selection criteria) available?

Managing Residual Uncertainty (Risk) •  Define triggers and thresholds in the LTMP

Page 20: Managing Risk at Northern Contaminated Sites ......RPIC Montreal 2016 Presented by: Francois Lauzon Prepared by: David Wilson Stantec Consulting Ltd. April 27, 2016 Managing Risk at

Mitigating Uncertainty

Exogenous Uncertainty •  Variability is due to spatial, temporal, or individual randomness and

cannot be decreased by further data collection: it’s impact can only be (and should be) managed

Epistemic and Deep Uncertainties •  Rank first by risk significance (e.g., hazardous vs. non-hazardous,

COC HQs), then by magnitude •  Work down ranking, and answer the questions:

•  Does the uncertainty span a decision threshold? [e.g., remediate or risk manage; on-site or off-site disposal]

•  Worth investing in reduction of uncertainty (mitigate), or better to manage? [Cost-benefit analysis]

•  What is the source of uncertainty? [Where should the investment in uncertainty reduction be made?]

Page 21: Managing Risk at Northern Contaminated Sites ......RPIC Montreal 2016 Presented by: Francois Lauzon Prepared by: David Wilson Stantec Consulting Ltd. April 27, 2016 Managing Risk at

Reducing and Managing Uncertainty based upon Source ESA (COCs): •  Additional sampling

•  Advanced analysis

CSM: •  Additional characterization (e.g., pump tests)

•  Additional analysis (e.g., time series analysis)

•  Monitor inputs to remedial option (RO) or risk management approach (RMA) and compare to design criteria

RA: •  Development of short-term TRVs

•  Use of measured vs. modeled concentrations in vegetation and animal tissues

Uncertainty in Technology Performance: •  Monitor outputs of RO or RMA and compare to

performance prediction

Page 22: Managing Risk at Northern Contaminated Sites ......RPIC Montreal 2016 Presented by: Francois Lauzon Prepared by: David Wilson Stantec Consulting Ltd. April 27, 2016 Managing Risk at

Case Study

“Everything that can be counted does not necessarily count; everything that counts cannot necessarily be counted” - Albert Einstein

5

Page 23: Managing Risk at Northern Contaminated Sites ......RPIC Montreal 2016 Presented by: Francois Lauzon Prepared by: David Wilson Stantec Consulting Ltd. April 27, 2016 Managing Risk at

Case Study Example Scenario: gold mining site decommissioned to the standard of the day in the late 1980’s: arsenic impacts in sediments and surface water adjacent to a tailings containment area (TCA) and flooded underground workings. Best option for the TCA?

Assessment History: Phase Scope Ph I/II ESA - historical 2010 - identification of APECs

- limited test pits/boreholes - soil. tailings and WR samples

Ph III ESA - characterization of AECs 2013 - additional boreholes

- SW, GW and sediment samples - background soil samples

HHERA - regional background soil 2014 analysis; additional samples

- COPC screening-to-COCs - calculation of soil SSTLs

Suppl. ESA - additional soil, SW, GW, 2015 sediment samples

- benthic organism toxicity sampling and analysis

1988

Page 24: Managing Risk at Northern Contaminated Sites ......RPIC Montreal 2016 Presented by: Francois Lauzon Prepared by: David Wilson Stantec Consulting Ltd. April 27, 2016 Managing Risk at

Case Study Example cont’d ESA Uncertainty Budget: Background [As] mg/kg: - Geo. Mean/S.D. = 5.1±2.5 - 95% UCLM = 22.4

TCA [As] mg/kg: - ‘09 Mean/S.D. = 150±109 - ’09+’12 Mean/S.D. = 131±101 - All Mean/S.D. = 136±124 - 95% UCLM = 340

CSM: - Tier 1 crit. (Agric.) = 12 mg/kg - Tier 1 crit. (Res.)* = 31 mg/kg - SSRT = 69 mg/kg - SW (ug/L) and sediment:

•  SW Mean/S.D. (#sm 3) = 16.1±3.6 mg/kg

•  Sed. Mean/S.D. (#sm 14) = 38±33 mg/kg

- Groundwater regime unknown - Impacted area volume:

•  ‘12 (#sm 84) = 42,000±15,000 m3 •  ‘15 (#sm 106) = 44,800±9,400 m3

2012 * Carcinogenic

Page 25: Managing Risk at Northern Contaminated Sites ......RPIC Montreal 2016 Presented by: Francois Lauzon Prepared by: David Wilson Stantec Consulting Ltd. April 27, 2016 Managing Risk at

Case Study Example cont’d ESA Uncertainty Analysis: - is a decision threshold spanned?

- background exceeded? Y - volume estimate: - Tier 1 = 66,000±20,000 m3

- SSRTs = 44,800±9,400 m3 - remedial action required - can options be evaluated? N

Cont’d: - need to know if the aquatic environment is being impacted - additional assessment of aquatic environment required

RA Uncertainty Budget: undertake a similar process - Uncertainty in inputs - Uncertainty in models

Conclude options analysis: - assessment shows impacts above Tier 1 but RA shows non-toxic to benthic invertebrates - Class A cost estimate achievable within uncertainty? Y

2012

Page 26: Managing Risk at Northern Contaminated Sites ......RPIC Montreal 2016 Presented by: Francois Lauzon Prepared by: David Wilson Stantec Consulting Ltd. April 27, 2016 Managing Risk at

References References 1.  Environment Canada. 2012. Federal Contaminated Sites Action Plan

(FCSAP) Environmental Risk Assessment Guidance. ISBN no. 978-1-100-22282-0. Cat. no. En14-19/1-2013E-PDF.

2.  Committee on Decision Making Under Uncertainty (CDMU). 2013. Environmental Decisions in the Face of Uncertainty. Board on Population Health and Public Health Practice. National Academy of Sciences. ISBN 978-0-309-13034-9.

3.  TBS. 2010a. Framework for the Management of Risk. 4.  TBS. 2010b. Guide to Integrated Risk Management. 5.  Maheux, P., Lauzon, F., Wilson, D., Sundaram, S., Bouchard, M. 2012.

Developing a Good Conceptual Model for Federal Contaminated Sites – Common Shortfalls and Data Needs. Pres. at the RPIC Federal Contaminated Sites National Workshop, Toronto, Ontario.

6.  Evolving Conceptual Site Models (CSMs) in Real-time for Cost Effective Projects, Kira P. Lynch, US Army Corps Seattle District.

7.  Wilson, D. 2015. Advancements in Managing Uncertainty in Remedial Options Analysis and Remedial Action Plan Development for Northern Sites. Pres. at the RPIC Federal Contaminated Sites Regional Workshop, Edmonton, Alberta.

Page 27: Managing Risk at Northern Contaminated Sites ......RPIC Montreal 2016 Presented by: Francois Lauzon Prepared by: David Wilson Stantec Consulting Ltd. April 27, 2016 Managing Risk at

Questions?

David Wilson, M.A.Sc., P.Eng. Senior Associate Stantec Ottawa (613) 738-6091 [email protected]