Role of data and horizon scanning in Management of Change ... · © Crown Copyright, HSE 2019...
Transcript of Role of data and horizon scanning in Management of Change ... · © Crown Copyright, HSE 2019...
Health and Safety Executive
© Crown Copyright, HSE 2019
Role of data and horizon scanning in Management of Change (MoC)
02 July 2019
Matt Clay CEng CMIOSHPrincipal Engineer, Science & Research Centre,
Health & Safety Executive, UK
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© Crown Copyright, HSE 2019
© Crown Copyright, HSE 2019
Content
• Overview of the Discovering Safety Programme
• Why horizon scanning is relevant to Management of Change (MoC)
• The problems and opportunities within ‘big data’ as applied to MoC
• Benchmarking against guidance and other sectors
• Questions, feedback & further engagement
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Discovering Safety Programme
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Why Data and Safety?
1908-1913 1st
HSL coal dust
experiments
UK Employee Fatalities
Population has increased ~60% over time series
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Major Accidents
1900 1920 1940 1960 1980 2000 2020
1915
Quintinshill
rail crash,
Scotland
(200+)
1921
Oppau
Explosion,
Germany
(~600)
1942
Benxihu
Colliery,
China
(1549)
1966
Aberfan,
Wales
(144)
1974
Flixborough,
UK (28)
1984
Bhopal, India
(~3878 -
16000+)
1986
Chernobyl,
Ukraine (31+)
1987
Herald of
Free
Enterprise,
Zeebrugge
(193)
1987
King's
Cross
Fire, UK
(31)
1989
Hillsborough
(96)
1993
Kader Toy
Factory
Fire,
Thailand
(188)
2003
Columbia
Disaster
(7)
2004
Stockline
Plastics,
UK (9)
2005
Buncefield,
UK (0 but
£1Bn)
2012
Costa
Concordia,
Tuscany
(32)
2013
Santiago de
Compostela
derailment
(79)
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Programme Goals
Improving ‘plateaued’ performance
Accelerating improvements
All while the economy, society and technology constantly change
Harm
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Anticipating Change…
‘There is not the slightest indication that
nuclear energy will ever be obtainable. It
would mean that the atom would have to
be shattered at will’
Albert Einstein
‘This 'telephone' has too many
shortcomings to be seriously considered
as a means of communication. The device
is inherently of no value to us.’
Western Union internal memo, 1876
‘I think there is a world market for
maybe five computers.’
IBM Chairman, 1943
‘While theoretically and technically
television may be feasible,
commercially and financially it is an
impossibility’
Lee DeForest, Inventor
‘Stocks have reached what looks like
a permanently high plateau’
Irving Fisher, Professor of
Economics, Yale, 1929
‘Louis Pasteur's theory of germs is
ridiculous fiction.’
Pierre Pachet, Professor of
Physiology at Toulouse, 1872
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Data growth
Data collection forecast to increase ~40% annually into the next decade – roughly doubling every two years!
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Workforce demographics
Cited in: Energy production and utilities: Sector Skills Assessment 2012
41%
above
age 45
45%
above
age 45
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Technology Changes
Historically Future
- -electricity distributed to users
Hazardous feedstocks centrally located, Energy cell concept – including power to gas
and gas to power
Well established hydrocarbon fuels (e.g.
natural gas)
New fuels: hydrogen, biofuels etc deployed in
transport and energy sector
Electromechanical control systems with low
functionality but well understood failure modes
Internet-of-things, highly distributed control
systems, cloud based networks,
cybersecurity vulnerabilities
Well established materials produced in well
established machining techniques –
‘subtractive’ manufacturing
Additive manufacturing , new polymers,
nanomaterials, composites replacing metallics
Standards based on conservative approach
and iterating lessons from failure
First principles and detailed analysis
increasingly important
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The Problem
• Safety performance has plateaued in many established economies and major accidents continue to occur.
• Management of change has been a problem throughout history but now the pace of change is set to rapidly accelerate – there are workforce, economic and technology changes
• Data collection is rapidly increasing – this could be useful to develop better safety insights but often data is chaotic, unstructured and not necessarily created with safety ‘users’ in mind.
• How can hazardous industries, regulators and academics collaborate to address these challenges?
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HSE COIN Database
• Company Records – 2855
• Sites – 10551
• Cases – 282846
• Service Orders – 65093
• Database Size (Data only) = 432GB
• Document Attachments Size = 1350 GB (1.35TB)
• Data is held for 7 years from the last activity on a case – this is a challenge for us
• The above is the total database size – hazardous industry relevant entries will be a subset of this
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COIN Case Header
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Underlying Causes
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Attachments
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Emerging findings
• Some good data in the coded fields – useful findings for industry in terms of taxonomy
• Small data size (N=~670) due to
– Short data retention policy (~7 years)
– Coded data only collected from RIDDOR Dangerous Occurences not other data (e.g. LoC events causing injury)
• Much more value in the unstructured data – text mining required.
• Huge value in the associated attachments – but significant challenges around lack of consistent structure and depth
• Some attachments are ‘flattened’ PDF with no OCR text associated (e.g. scanned investigation reports) etc.
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Underlying causesH
azar
d A
nal
ysis
/ R
isk
Ass
essm
ent
Pla
nt
& P
roce
ss D
esig
n
Mai
nte
nan
ce P
roce
du
res
Op
erat
ing
Pro
ced
ure
s
Age
ing
Pla
nt
Man
age
me
nt
of
Ch
ange
Han
do
ver
/ C
om
mu
nic
atio
n
Pla
nn
ed M
ain
ten
ance
Pro
ced
ure
No
t A
pp
licab
le
Un
kno
wn
Pla
nn
ed P
lan
t In
spec
tio
n
Pla
nt
Co
mm
issi
on
ing
Per
mit
to
Wo
rk
Sele
ctio
n &
Man
agem
ent
of
Co
ntr
acto
rs
Sup
ervi
sio
n
Lead
ersh
ip
Secu
rin
g A
sses
sin
g C
om
pet
ence
N=670, methodology & limitations in full paper at https://www.researchgate.net/profile/Matt_Clay4
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Occupational & Process Safety
“…the presence of an effective personal safety management system does not ensure the presence of an effective process safetymanagement system.” [Baker Panel, 2007]
OccupationalSafety
ProcessSafety
Does this area exist? How big is it? What are the limitations of the overlap?
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Gold in them hills?
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Gold in them hills?
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Risk management maturity model (RM3)
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RM3 change management (RCS3)
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Summary
• Historically society has been poor at anticipating and responding to change.
• Poorly managed change is associated with a significant major accident history within hazardous industries.
• Significant change is yet to come – particularly linked to decarbonisation and demographic changes.
• Data collection is increasing rapidly – this is a challenge but could also help us develop evidence-based responses to change management challenges.
• It is worthwhile looking outside of your own sector for tools and benchmarks to help you ensure robust MoC approaches.
• We are keen to engage and consult with hazardous industries – register for updates at [email protected]
• We are particularly keen to hear from people with datasets and are developing techniques and tools to address the challenges of personal data protection and commercial confidentiality.