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Tools for Safety Management: Tools for Safety Management: Considerations for the Design Considerations for the Design of Occurrence Data of Occurrence Data Maury Hill Manager, Macro Analysis Transportation Safety Board of Canada

Tools for Safety Management: Considerations for the Design ......Tools for Safety Management: Considerations for the Design of Occurrence Data Maury Hill Manager, Macro Analysis Transportation

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Page 1: Tools for Safety Management: Considerations for the Design ......Tools for Safety Management: Considerations for the Design of Occurrence Data Maury Hill Manager, Macro Analysis Transportation

Tools for Safety Management:Tools for Safety Management:Considerations for the DesignConsiderations for the Design

of Occurrence Dataof Occurrence Data

Maury HillManager, Macro Analysis

Transportation Safety Board of Canada

Page 2: Tools for Safety Management: Considerations for the Design ......Tools for Safety Management: Considerations for the Design of Occurrence Data Maury Hill Manager, Macro Analysis Transportation

ACCIDENT INVESTIGATIONACCIDENT INVESTIGATIONTraditional ApproachTraditional Approach

Page 3: Tools for Safety Management: Considerations for the Design ......Tools for Safety Management: Considerations for the Design of Occurrence Data Maury Hill Manager, Macro Analysis Transportation

ACCIDENT INVESTIGATIONACCIDENT INVESTIGATIONTraditional ApproachTraditional Approach

u Focussed on proximate cause...(often unsafeacts by operator)

Page 4: Tools for Safety Management: Considerations for the Design ......Tools for Safety Management: Considerations for the Design of Occurrence Data Maury Hill Manager, Macro Analysis Transportation

ACCIDENT INVESTIGATIONACCIDENT INVESTIGATIONTraditional ApproachTraditional Approach

u Focussed on proximate cause...(often unsafeacts by operator)

u Attached blame for failure to assess risks

Page 5: Tools for Safety Management: Considerations for the Design ......Tools for Safety Management: Considerations for the Design of Occurrence Data Maury Hill Manager, Macro Analysis Transportation

ACCIDENT INVESTIGATIONACCIDENT INVESTIGATIONTraditional ApproachTraditional Approach

u Focussed on proximate cause...(often unsafeacts by operator)

u Attached blame for failure to assess risks

u Accident reports depicted:

Page 6: Tools for Safety Management: Considerations for the Design ......Tools for Safety Management: Considerations for the Design of Occurrence Data Maury Hill Manager, Macro Analysis Transportation

ACCIDENT INVESTIGATIONACCIDENT INVESTIGATIONTraditional ApproachTraditional Approach

u Focussed on proximate cause...(often unsafeacts by operator)

u Attached blame for failure to assess risks

u Accident reports depicted:

WHAT?WHAT? WHEN?WHEN? WHO?WHO?

WHY?WHY? HOW?HOW?

Page 7: Tools for Safety Management: Considerations for the Design ......Tools for Safety Management: Considerations for the Design of Occurrence Data Maury Hill Manager, Macro Analysis Transportation

ACCIDENT INVESTIGATIONACCIDENT INVESTIGATIONTraditional ApproachTraditional Approach

u Focussed on proximate cause...(often unsafeacts by operator)

u Attached blame for failure to assess risks

u Accident reports depicted:

WHAT?WHAT? WHEN?WHEN? WHO?WHO?

WHY?WHY? HOW?HOW?

u Accident reports seldom depicted:

Page 8: Tools for Safety Management: Considerations for the Design ......Tools for Safety Management: Considerations for the Design of Occurrence Data Maury Hill Manager, Macro Analysis Transportation

ACCIDENT INVESTIGATIONACCIDENT INVESTIGATIONTraditional ApproachTraditional Approach

u Focussed on proximate cause...(often unsafeacts by operator)

u Attached blame for failure to assess risks

u Accident reports depicted:

WHAT?WHAT? WHEN?WHEN? WHO?WHO?

WHY?WHY? HOW?HOW?

u Accident reports seldom depicted:

Applied to data collection as well Applied to data collection as well

Page 9: Tools for Safety Management: Considerations for the Design ......Tools for Safety Management: Considerations for the Design of Occurrence Data Maury Hill Manager, Macro Analysis Transportation

TSB APPROACHTSB APPROACH

Page 10: Tools for Safety Management: Considerations for the Design ......Tools for Safety Management: Considerations for the Design of Occurrence Data Maury Hill Manager, Macro Analysis Transportation

TSB APPROACHTSB APPROACH

u Advance Safety through the identification andvalidation of Safety Deficiencies that are foundthrough the investigation process

Page 11: Tools for Safety Management: Considerations for the Design ......Tools for Safety Management: Considerations for the Design of Occurrence Data Maury Hill Manager, Macro Analysis Transportation

TSB APPROACHTSB APPROACH

u Advance Safety through the identification andvalidation of Safety Deficiencies that are foundthrough the investigation process

u Focus is on Why and How

Page 12: Tools for Safety Management: Considerations for the Design ......Tools for Safety Management: Considerations for the Design of Occurrence Data Maury Hill Manager, Macro Analysis Transportation

TSB APPROACHTSB APPROACH

u Advance Safety through the identification andvalidation of Safety Deficiencies that are foundthrough the investigation process

u Focus is on Why and How

u Communicate to the authorities who can besteffect change such as:

• the regulator

• the transportation industry

Page 13: Tools for Safety Management: Considerations for the Design ......Tools for Safety Management: Considerations for the Design of Occurrence Data Maury Hill Manager, Macro Analysis Transportation

TSB APPROACHTSB APPROACH

u Advance Safety through the identification andvalidation of Safety Deficiencies that are foundthrough the investigation process

u Focus is on Why and How

u Communicate to the authorities who can besteffect change such as:

• the regulator

• the transportation industry

u

Page 14: Tools for Safety Management: Considerations for the Design ......Tools for Safety Management: Considerations for the Design of Occurrence Data Maury Hill Manager, Macro Analysis Transportation

TSB APPROACHTSB APPROACH

u Advance Safety through the identification andvalidation of Safety Deficiencies that are foundthrough the investigation process

u Focus is on Why and How

u Communicate to the authorities who can besteffect change such as:

• the regulator

• the transportation industry

u

Changes to database

Page 15: Tools for Safety Management: Considerations for the Design ......Tools for Safety Management: Considerations for the Design of Occurrence Data Maury Hill Manager, Macro Analysis Transportation

OccurrenceAssessmentMacro

Analysis

Why Collect?Why Collect?Why Collect?Why Collect?

Page 16: Tools for Safety Management: Considerations for the Design ......Tools for Safety Management: Considerations for the Design of Occurrence Data Maury Hill Manager, Macro Analysis Transportation

OccurrenceAssessmentMacro

Analysis

Why Collect?Why Collect?Why Collect?Why Collect?

Page 17: Tools for Safety Management: Considerations for the Design ......Tools for Safety Management: Considerations for the Design of Occurrence Data Maury Hill Manager, Macro Analysis Transportation

OccurrenceAssessmentMacro

Analysis

Why Collect?Why Collect?

Page 18: Tools for Safety Management: Considerations for the Design ......Tools for Safety Management: Considerations for the Design of Occurrence Data Maury Hill Manager, Macro Analysis Transportation

OccurrenceAssessment

Source of Data

MacroAnalysis

By Regulation

By Regulation

Page 19: Tools for Safety Management: Considerations for the Design ......Tools for Safety Management: Considerations for the Design of Occurrence Data Maury Hill Manager, Macro Analysis Transportation

OccurrenceAssessment

Source of Data

MacroAnalysis

By Regulation

Page 20: Tools for Safety Management: Considerations for the Design ......Tools for Safety Management: Considerations for the Design of Occurrence Data Maury Hill Manager, Macro Analysis Transportation

OccurrenceAssessment

Source of Data

MacroAnalysis

By Regulation

Investigation

Page 21: Tools for Safety Management: Considerations for the Design ......Tools for Safety Management: Considerations for the Design of Occurrence Data Maury Hill Manager, Macro Analysis Transportation

OccurrenceAssessment

Source of Data

MacroAnalysis

By Regulation

Investigation

Page 22: Tools for Safety Management: Considerations for the Design ......Tools for Safety Management: Considerations for the Design of Occurrence Data Maury Hill Manager, Macro Analysis Transportation

OccurrenceAssessment

Source of Data

MacroAnalysis

By Regulation

Investigation

Page 23: Tools for Safety Management: Considerations for the Design ......Tools for Safety Management: Considerations for the Design of Occurrence Data Maury Hill Manager, Macro Analysis Transportation

Why Collect?Why Collect?Why Collect?Why Collect?

Page 24: Tools for Safety Management: Considerations for the Design ......Tools for Safety Management: Considerations for the Design of Occurrence Data Maury Hill Manager, Macro Analysis Transportation

Why Collect?Why Collect?

u data are required to assess problem size andcharacteristics, to establish trends, and todecide between and evaluate risk controloptions.

Why Collect?Why Collect?

Page 25: Tools for Safety Management: Considerations for the Design ......Tools for Safety Management: Considerations for the Design of Occurrence Data Maury Hill Manager, Macro Analysis Transportation

Why Collect?Why Collect?

u data are required to assess problem size andcharacteristics, to establish trends, and todecide between and evaluate risk controloptions.

u a reporting system can provide a bank of datasufficient to establish broad accident categoriesand provide detailed information on accidentcausation.

Page 26: Tools for Safety Management: Considerations for the Design ......Tools for Safety Management: Considerations for the Design of Occurrence Data Maury Hill Manager, Macro Analysis Transportation

Why Collect?Why Collect?

Page 27: Tools for Safety Management: Considerations for the Design ......Tools for Safety Management: Considerations for the Design of Occurrence Data Maury Hill Manager, Macro Analysis Transportation

Why Collect?Why Collect?

u Occurrence most often have happened before

Page 28: Tools for Safety Management: Considerations for the Design ......Tools for Safety Management: Considerations for the Design of Occurrence Data Maury Hill Manager, Macro Analysis Transportation

Why Collect?Why Collect?

u Occurrence most often have happened before

Page 29: Tools for Safety Management: Considerations for the Design ......Tools for Safety Management: Considerations for the Design of Occurrence Data Maury Hill Manager, Macro Analysis Transportation

Why Collect?Why Collect?

u Occurrence most often have happened before

• Herald of Free Enterprise

Page 30: Tools for Safety Management: Considerations for the Design ......Tools for Safety Management: Considerations for the Design of Occurrence Data Maury Hill Manager, Macro Analysis Transportation

Why Collect?Why Collect?

u Occurrence most often have happened before

• Herald of Free Enterprise

• L1011 O-Rings - 11 in past 2 years

Page 31: Tools for Safety Management: Considerations for the Design ......Tools for Safety Management: Considerations for the Design of Occurrence Data Maury Hill Manager, Macro Analysis Transportation

Why Collect?Why Collect?

u Occurrence most often have happened before

• Herald of Free Enterprise

• L1011 O-Rings - 11 in past 2 years

• Three Mile Island

Page 32: Tools for Safety Management: Considerations for the Design ......Tools for Safety Management: Considerations for the Design of Occurrence Data Maury Hill Manager, Macro Analysis Transportation

What to CollectWhat to CollectWhat to CollectWhat to Collect

Page 33: Tools for Safety Management: Considerations for the Design ......Tools for Safety Management: Considerations for the Design of Occurrence Data Maury Hill Manager, Macro Analysis Transportation

What to CollectWhat to Collect

u “... Data held for any purpose or purposes shallbe adequate, relevant and not excessive inrelation to that purpose or those purposes.”

Data Protection Act, United Kingdom

Page 34: Tools for Safety Management: Considerations for the Design ......Tools for Safety Management: Considerations for the Design of Occurrence Data Maury Hill Manager, Macro Analysis Transportation

VOLTAIREVOLTAIRE

Page 35: Tools for Safety Management: Considerations for the Design ......Tools for Safety Management: Considerations for the Design of Occurrence Data Maury Hill Manager, Macro Analysis Transportation

VOLTAIREVOLTAIRE

“There are no such things as accidents.

Page 36: Tools for Safety Management: Considerations for the Design ......Tools for Safety Management: Considerations for the Design of Occurrence Data Maury Hill Manager, Macro Analysis Transportation

VOLTAIREVOLTAIRE

“There are no such things as accidents.

What we call by that name is the effectof some cause which we do not see.”

Page 37: Tools for Safety Management: Considerations for the Design ......Tools for Safety Management: Considerations for the Design of Occurrence Data Maury Hill Manager, Macro Analysis Transportation

DefinitionsDefinitions

Page 38: Tools for Safety Management: Considerations for the Design ......Tools for Safety Management: Considerations for the Design of Occurrence Data Maury Hill Manager, Macro Analysis Transportation

DefinitionsDefinitions

u Restrictive definitions of reportable occurrenceshave a profound impact on our work.

Page 39: Tools for Safety Management: Considerations for the Design ......Tools for Safety Management: Considerations for the Design of Occurrence Data Maury Hill Manager, Macro Analysis Transportation

DefinitionsDefinitions

u Restrictive definitions of reportable occurrenceshave a profound impact on our work.

u All definitions are of necessity restrictive:- simple expediency- expressions of limited professional interest

Page 40: Tools for Safety Management: Considerations for the Design ......Tools for Safety Management: Considerations for the Design of Occurrence Data Maury Hill Manager, Macro Analysis Transportation

Accident causation is layeredlike an onion…….

• Individual performance• Crew performance• Design & Operating Standards• Supervision and training• Company safety management• Regulatory compliance

• Individual performance• Crew performance• Design & Operating Standards• Supervision and training• Company safety management• Regulatory compliance

Page 41: Tools for Safety Management: Considerations for the Design ......Tools for Safety Management: Considerations for the Design of Occurrence Data Maury Hill Manager, Macro Analysis Transportation

Accident causation is layeredlike an onion…….

• Individual performance• Crew performance• Design & Operating Standards• Supervision and training• Company safety management• Regulatory compliance

Each layer representsa set of safety conditions.

Page 42: Tools for Safety Management: Considerations for the Design ......Tools for Safety Management: Considerations for the Design of Occurrence Data Maury Hill Manager, Macro Analysis Transportation

Occurrence

Initial Assessment

Investigation Methodology

Investigate

Occurrence Inadequate Defence

Unsafe ActPreconditions

L.M Deficiencies

Fallible Decisions

Investigation Methodology

Investigate

Occurrence Inadequate Defence

Unsafe ActPreconditions

L.M Deficiencies

Fallible Decisions

Page 43: Tools for Safety Management: Considerations for the Design ......Tools for Safety Management: Considerations for the Design of Occurrence Data Maury Hill Manager, Macro Analysis Transportation

Occurrence

Initial Assessment

Investigation Methodology

Investigate

Occurrence Inadequate Defence

Unsafe ActPreconditions

L.M Deficiencies

Fallible Decisions

Data Collection

Occurrence Inadequate Defence

Unsafe ActPreconditions

L.M Deficiencies

Fallible Decisions

Page 44: Tools for Safety Management: Considerations for the Design ......Tools for Safety Management: Considerations for the Design of Occurrence Data Maury Hill Manager, Macro Analysis Transportation

Occurrence

Initial Assessment

Investigation Methodology

Investigate

Occurrence Inadequate Defence

Unsafe ActPreconditions

L.M Deficiencies

Fallible Decisions

Data Collection

Page 45: Tools for Safety Management: Considerations for the Design ......Tools for Safety Management: Considerations for the Design of Occurrence Data Maury Hill Manager, Macro Analysis Transportation

Occurrence

Initial Assessment

Data Collection

Occurrence EventsEvents & Factors Analysis

Integrated Investigation Process

Investigation Methodology

Investigate

D C

UnsafeC o n d i t i o n

Lapse

A d a p t a t i o n

Slip

Mis t ake

UnsafeCond i t i on Analysis

E v e n t

Bas ic E r ro r T y p e s

At ten t ion& M e m o r yFa i lu re s

Ski l l -based

UnsafeCondi t ions /U n d e r l y i n gFac to r s

U n s a f e A c t /Dec i s ion

B i a s e sHeuris t ics

Ina t ten t ionOvera t t en t ion

Misapp l i ca t iono f G o o d R u l e sA p p l i c a t i o n o fB a d R u l e s

K n o w l e d g e -b a s e dAdapta t ionsRou t ine &Excep t iona l

Ru le -based&

K n o w l e d g e -b a s e dMis takes

Unin ten t iona lA c t i o n

D C = D e c i s i o n C r i t e r i a

In ten t iona lA c t i o n

Integrated Investigation Process

Investigation Methodology

Investigate

D C

UnsafeC o n d i t i o n

Lapse

A d a p t a t i o n

Slip

Mis t ake

UnsafeCond i t i on Analysis

E v e n t

Bas ic E r ro r T y p e s

At ten t ion& M e m o r yFa i lu re s

Ski l l -based

UnsafeCondi t ions /U n d e r l y i n gFac to r s

U n s a f e A c t /Dec i s ion

B i a s e sHeuris t ics

Ina t ten t ionOvera t t en t ion

Misapp l i ca t iono f G o o d R u l e sA p p l i c a t i o n o fB a d R u l e s

K n o w l e d g e -b a s e dAdapta t ionsRou t ine &Excep t iona l

Ru le -based&

K n o w l e d g e -b a s e dMis takes

Unin ten t iona lA c t i o n

D C = D e c i s i o n C r i t e r i a

In ten t iona lA c t i o n

Page 46: Tools for Safety Management: Considerations for the Design ......Tools for Safety Management: Considerations for the Design of Occurrence Data Maury Hill Manager, Macro Analysis Transportation

Occurrence

Initial Assessment

Data Collection

Occurrence EventsEvents & Factors Analysis

Integrated Investigation Process

Investigation Methodology

Investigate

D C

UnsafeC o n d i t i o n

Lapse

A d a p t a t i o n

Slip

Mis t ake

UnsafeCond i t i on Analysis

E v e n t

Bas ic E r ro r T y p e s

At ten t ion& M e m o r yFa i lu re s

Ski l l -based

UnsafeCondi t ions /U n d e r l y i n gFac to r s

U n s a f e A c t /Dec i s ion

B i a s e sHeuris t ics

Ina t ten t ionOvera t t en t ion

Misapp l i ca t iono f G o o d R u l e sA p p l i c a t i o n o fB a d R u l e s

K n o w l e d g e -b a s e dAdapta t ionsRou t ine &Excep t iona l

Ru le -based&

K n o w l e d g e -b a s e dMis takes

Unin ten t iona lA c t i o n

D C = D e c i s i o n C r i t e r i a

In ten t iona lA c t i o n

Unsafe Acts/Conditions

Page 47: Tools for Safety Management: Considerations for the Design ......Tools for Safety Management: Considerations for the Design of Occurrence Data Maury Hill Manager, Macro Analysis Transportation

Integrated InvestigationIntegrated InvestigationProcessProcess

DC

UnsafeCondition

Lapse

Adaptation

Slip

Mistake

UnsafeCondition Analysis

Event

Basic Error Types

Attention& MemoryFailures

Skill-based

UnsafeConditions/UnderlyingFactors

Unsafe Act/Decision

BiasesHeuristics

InattentionOverattention

Misapplicationof Good RulesApplication ofBad Rules

Knowledge-basedAdaptationsRoutine &Exceptional

Rule-based&

Knowledge-basedMistakes

UnintentionalAction

DC = Decision Criteria

IntentionalAction

Page 48: Tools for Safety Management: Considerations for the Design ......Tools for Safety Management: Considerations for the Design of Occurrence Data Maury Hill Manager, Macro Analysis Transportation

Integrated InvestigationIntegrated InvestigationProcessProcess

DC

UnsafeCondition

Lapse

Adaptation

Slip

Mistake

UnsafeCondition Analysis

Event

Basic Error Types

Attention& MemoryFailures

Skill-based

UnsafeConditions/UnderlyingFactors

Unsafe Act/Decision

BiasesHeuristics

InattentionOverattention

Misapplicationof Good RulesApplication ofBad Rules

Knowledge-basedAdaptationsRoutine &Exceptional

Rule-based&

Knowledge-basedMistakes

UnintentionalAction

DC = Decision Criteria

IntentionalAction

Page 49: Tools for Safety Management: Considerations for the Design ......Tools for Safety Management: Considerations for the Design of Occurrence Data Maury Hill Manager, Macro Analysis Transportation

Integrated InvestigationIntegrated InvestigationProcessProcess

DC

UnsafeCondition

Lapse

Adaptation

Slip

Mistake

UnsafeCondition Analysis

Event

Basic Error Types

Attention& MemoryFailures

Skill-based

UnsafeConditions/UnderlyingFactors

Unsafe Act/Decision

BiasesHeuristics

InattentionOverattention

Misapplicationof Good RulesApplication ofBad Rules

Knowledge-basedAdaptationsRoutine &Exceptional

Rule-based&

Knowledge-basedMistakes

UnintentionalAction

DC = Decision Criteria

IntentionalAction

Page 50: Tools for Safety Management: Considerations for the Design ......Tools for Safety Management: Considerations for the Design of Occurrence Data Maury Hill Manager, Macro Analysis Transportation

Integrated InvestigationIntegrated InvestigationProcessProcess

DC

UnsafeCondition

Lapse

Adaptation

Slip

Mistake

UnsafeCondition Analysis

Event

Basic Error Types

Attention& MemoryFailures

Skill-based

UnsafeConditions/UnderlyingFactors

Unsafe Act/Decision

BiasesHeuristics

InattentionOverattention

Misapplicationof Good RulesApplication ofBad Rules

Knowledge-basedAdaptationsRoutine &Exceptional

Rule-based&

Knowledge-basedMistakes

UnintentionalAction

DC = Decision Criteria

IntentionalAction

Page 51: Tools for Safety Management: Considerations for the Design ......Tools for Safety Management: Considerations for the Design of Occurrence Data Maury Hill Manager, Macro Analysis Transportation

Need for TaxonomyNeed for Taxonomy

Page 52: Tools for Safety Management: Considerations for the Design ......Tools for Safety Management: Considerations for the Design of Occurrence Data Maury Hill Manager, Macro Analysis Transportation

Need for TaxonomyNeed for Taxonomy

u Should be founded in science - have constructvalidity, not just face validity

Page 53: Tools for Safety Management: Considerations for the Design ......Tools for Safety Management: Considerations for the Design of Occurrence Data Maury Hill Manager, Macro Analysis Transportation

Need for TaxonomyNeed for Taxonomy

u Should be founded in science - have constructvalidity, not just face validity

u Should be able to give insight into accidentcausation

Page 54: Tools for Safety Management: Considerations for the Design ......Tools for Safety Management: Considerations for the Design of Occurrence Data Maury Hill Manager, Macro Analysis Transportation

Need for TaxonomyNeed for Taxonomy

u Should be founded in science - have constructvalidity, not just face validity

u Should be able to give insight into accidentcausation

u Need for taxonomies for error and underlyingfactors

Page 55: Tools for Safety Management: Considerations for the Design ......Tools for Safety Management: Considerations for the Design of Occurrence Data Maury Hill Manager, Macro Analysis Transportation

Accident PreventionAccident Prevention

IdentifyIdentifyUnsafe Cond’nsUnsafe Cond’ns

MonitorMonitorProgressProgress

TakeTakeActionAction

RiskRiskCommunicationCommunication

ControlControlOptionsOptions

AssessAssessRiskRisk

ProcessProcess

TakeTakeActionAction

RiskRiskCommunicationCommunication

ControlControlOptionsOptions

AssessAssessRiskRisk

ProcessProcess

Page 56: Tools for Safety Management: Considerations for the Design ......Tools for Safety Management: Considerations for the Design of Occurrence Data Maury Hill Manager, Macro Analysis Transportation

Accident PreventionAccident Prevention

IdentifyIdentifyUnsafe Cond’nsUnsafe Cond’ns

MonitorMonitorProgressProgress

TakeTakeActionAction

RiskRiskCommunicationCommunication

ControlControlOptionsOptions

AssessAssessRiskRisk

ProcessProcess

Page 57: Tools for Safety Management: Considerations for the Design ......Tools for Safety Management: Considerations for the Design of Occurrence Data Maury Hill Manager, Macro Analysis Transportation

Results?Results?

Maybe?Maybe?Maybe?Maybe?

Page 58: Tools for Safety Management: Considerations for the Design ......Tools for Safety Management: Considerations for the Design of Occurrence Data Maury Hill Manager, Macro Analysis Transportation

Results?Results?

Maybe?Maybe?

Our commitment to improving aviation safety data

through human factors initiatives will pay a safety dividend?

Page 59: Tools for Safety Management: Considerations for the Design ......Tools for Safety Management: Considerations for the Design of Occurrence Data Maury Hill Manager, Macro Analysis Transportation

u “... it is impossible, while designing a database,to anticipate every type of data analysis thatmight be required in the future, (therefore) it isto be anticipated that any database will belacking with respect to its ability to supportmacro analysis projects. The implication of thisis that for most macro analysis projects, itshould be anticipated that some data collectionwill be required.”

Page 60: Tools for Safety Management: Considerations for the Design ......Tools for Safety Management: Considerations for the Design of Occurrence Data Maury Hill Manager, Macro Analysis Transportation

u data quality issues

u currency of data

u etc., etc., ….

Page 61: Tools for Safety Management: Considerations for the Design ......Tools for Safety Management: Considerations for the Design of Occurrence Data Maury Hill Manager, Macro Analysis Transportation
Page 62: Tools for Safety Management: Considerations for the Design ......Tools for Safety Management: Considerations for the Design of Occurrence Data Maury Hill Manager, Macro Analysis Transportation

“Out of this nettle, danger,we pluck this flower, safety.”

William Shakespeare

Page 63: Tools for Safety Management: Considerations for the Design ......Tools for Safety Management: Considerations for the Design of Occurrence Data Maury Hill Manager, Macro Analysis Transportation