big data; the race is on, but what is the end goal? · agenda 2. icf proprietary and confidential....
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1 9 S e p t e m b e r 2 0 1 8
Big data; the race is on, but what is the end goal?
Joost GroenenboomPrincipal
ICF proprietary and confidential. Do not copy, distribute, or disclose.
MRO trends
Digital landscape
Latest developments
SummaryAgenda
2
ICF proprietary and confidential. Do not copy, distribute, or disclose.
MRO trends
3
ICF proprietary and confidential. Do not copy, distribute, or disclose.
Global airline industry achieved a record profitability of $38B USD in 2017, but this is forecast to decrease to $33.8B in 2018
4Source: ICF/IATA analysis
-$30
-$20
-$10
$0
$10
$20
$30
$40
Europe, $8.6B
Africa, -$0.1B
North America, $15.0B
Asia Pacific, $8.2B
Middle East, $1.3B
Latin America, $0.9B
Glo
bal
air
lin
e
pro
fita
bilit
y
ICF proprietary and confidential. Do not copy, distribute, or disclose.
…but many areas continue to struggle although North America has been a bright spot and was leading the way in 2017
5Source: ICF/IATA analysis
-1.8%
-4.7%
0.1%
2.3%
1.0%
-0.9%
3.4%4.7%
0.7%1.5%
3.0%
-0.4%
12.9%
5.2%
4.5%
2.9%
0.7%
-3.6%-5%
0%
5%
10%
15% 2008
2012
2017
Glo
bal
EB
IT m
arg
in
by r
eg
ion
ICF proprietary and confidential. Do not copy, distribute, or disclose.
Traffic growth, driven by low fuel prices, is slowly reversing as 2018 has shown YTD growth of ~6.0%
6Source: EIA; IATA
0%
1%
2%
3%
4%
5%
6%
7%
8%
9%
0.0
0.5
1.0
1.5
2.0
2.5
3.0
3.5
Ja
n-1
0
Ja
n-1
1
Ja
n-1
2
Ja
n-1
3
Ja
n-1
4
Ja
n-1
5
Ja
n-1
6
Ja
n-1
7
Ja
n-1
8
Air traffic growth rates increased from 5% annually to >7.5% …
… but YTD growth limited at 6.0%
Fuel prices
declined
~50% Fuel edging back up
Jet fuel spot
price
($ per gallon)
Air traffic annual
growth rate
ICF proprietary and confidential. Do not copy, distribute, or disclose.
Commercial aircraft OEM production backlog remains at historical highs
Backlog more than doubled
between 2010 and 2014, driven by: Emerging market growth
Very low interest rates and plentiful capital
High oil and commodity prices
Introduction of new technology aircraft/engines
In 2017, total backlog decreased for
the first time since 2009 as
deliveries ramp-up and orders
slowdown
7Source: CAPA, ICF Analysis
0
5
10
15
20
25
30
35
40
45
50
55
6015.000
0
5.000
10.000
2014
2003
2016
2010
2013
2005
2002
2009
2004
2006
2007
2008
2011
2012
2015
2017
Backlog % of fleet
Order backlog
ICF proprietary and confidential. Do not copy, distribute, or disclose.
The current commercial air transport fleet consists of ~29,100 aircraft; ~8,500 are located in North America
8Source: ICF analysis
55%
19%
13%
13%
Widebody Jet
Regional Jet
Narrowbody Jet
Turboprop
~29,100
Aircraft
29%
29%
24%
7%
5%5%
Europe
Africa
North AmericaSouth America
Asia Pacific
Middle East
~29,100
Aircraft
By Aircraft Type By Region
ICF proprietary and confidential. Do not copy, distribute, or disclose.
The combination of strong air travel demand and the need to replace ageing aircraft will drive fleet growth at a healthy 3.1% p.a.
9Source: ICF analysis
1,360 1,910 2,561
1,5862,745 3,3283,025
3,8227,087
9,10410,094
8,495
9,156
9,5928,449
13,704
17,481
0
5,000
10,000
15,000
20,000
25,000
30,000
35,000
40,000
45,000
50,000
Fleet count
2017 2027 2037
29,093
39,644
46,878
2,116
APAC
North America
Europe
Middle East
Latin America
Africa
ICF proprietary and confidential. Do not copy, distribute, or disclose.
2017 commercial air transport MRO demand is $75.5B; Asia is now larger than North America and Europe in market size
10Source: ICF analysis
42%
21%
17%
13%
8%
Engines
Components
Line
Airframe
Modifications
30%
27%
26%
8%
6%4%
Middle East
North America
Asia Pacific
Africa
Europe
South America
$75.5B$75.5B
By MRO Segment By Region
ICF proprietary and confidential. Do not copy, distribute, or disclose.
The global MRO market is expected to grow by 4.6% per annum to ~$118B by 2027
11Source: ICF analysis
40
80
0
20
60
140
120
100
2017 2037
$USD
(Billion)
42%
8%
21%
17%
13%
45%
2027
20%
15%
12%
8%
46%
$75,5B
20%
$117,9B
14%
11%
8%
$140,0BEngine
Component
Line
AHM
Modfications
ICF proprietary and confidential. Do not copy, distribute, or disclose.
Asia continues to grow strongly and will generate 38% of MRO demand by 2037
12Source: ICF analysis
80
0
140
20
40
100
60
120
18%
38%
7%
$140,0B
23%
$USD
(Billion)
31%
26%
25%
8%6%
2017
5%4%
36%
19%
11%
2027
21%
7%
10%
2037
$75,5B
$117,9B
4%
South America
Asia Pacific
North America
Europe
Middle East
Africa
ICF proprietary and confidential. Do not copy, distribute, or disclose.
North American MRO spend exhibits marginal growth, increasing by 1.7% per annum to $22.9B by 2027
13Source: ICF analysis
0
5
10
15
20
25
$USD
(Billion)
2017 2027
0,8
2037
2,0
7,1
19,3
2,93,0
6,0
0,7
9,6
22,9
7,0
13,3
24,6
0,6
14,0 Turboprop
Narrowbody Jet
Widebody Jet
Regional Jet
ICF proprietary and confidential. Do not copy, distribute, or disclose.
Digital landscape
14
ICF proprietary and confidential. Do not copy, distribute, or disclose.
For the past three years, the digital race has accelerated in the MRO world across all type of players
2017
AnalytX
BOEING
Avasio
2015
2015
Digital
Collaboration
Centre in Dubai
2015
Analytics
Division
Prognos
2016
2017
United
Technologies
Digital Division
Digital Solutions
2017
Skywise
2017
Availability
Centre
2017
EngineWise
2017
2017
FlightPulse
2017
Aviatar
Predictive
Maintenance
Partnership
2018
2017
R2 Data Labs
2018
FlightSense
Source: ICF
ICF proprietary and confidential. Do not copy, distribute, or disclose.
Several airlines are seeing the first tangible benefits of their aircraft health monitoring trials
16Source: ICF research and company information
Delta achieved a 100% completion
factor for 241 days in 2017, with a 98%
reduction in maintenance-related
cancellations
Results of Delta’s Predictive Maintenance approach
Drop in maintenance-related cancellations of…
Southwest to install AHM on complete 737 NG
fleet to improve performance
Avoided Engine Events
1,000(over 1-year timespan)
Cancellation reduction
98%(over 2010 – 2016)
31 Events
31 instances of Skywise correctly predicting faults
before they occurred in service, allowing the
carrier to intervene and remove components
before they failed
easyJet 51% reduction
Cathay Pacific reduced APU-related delay minutes by 51%
using Honeywell’s predictive maintenance trial program
Cathay Pacific
ICF proprietary and confidential. Do not copy, distribute, or disclose.
There are nine primary phases within aircraft operations
17
Fuel 21% Employees 26%MRO10%
Airport & En-route14%
Aircraft lease3%
Depr. and amort.6%
Selling expenses4%
Others 16%
0% 10% 20% 30% 40% 50% 60% 70% 80% 90% 100%
Airline Operating Costs
~$500B
Flight Planning ($0.6B)
Pre-Take Off ($46B)
Departure Taxi ($97B)
Arrival ($20B)
Maintenance ($68B)
Approach ($79B)
Post Flight ($0.2B)
En-route ($171B)
Landing ($20B)
Source: ICF analysis
ICF proprietary and confidential. Do not copy, distribute, or disclose.
…the level of digitization across the nine categories varies
18
Key More digitised Less digitised
~$500B
Maintenance
($68B) Departure ($46B)
Departure Taxi ($97B)
En-route ($171B)
Arrival ($20B)
Post Flight ($0.2B)
Flight Planning ($0.6B)
Landing ($20B)Approach ($79B)
Source: ICF analysis
ICF proprietary and confidential. Do not copy, distribute, or disclose.
\\
In 2027 the air transport fleet will have approximately 17,000 “new technology” aircraft
19
Source: ICF, excludes Turboprops
Note: Next-Gen Include: 737MAX, 747-8, 777X, 787(8,9,10), MoM,
A319neo, A320neo, A321 neo, A330neo, A350, C919, CSeries, Embraer
E2s, SSJ100, MRJ90
877
1,402
47
637
2017 Fleet 2027 Fleet 2017 Next-Gen
2027 Next-Gen
CAGR
29.8%
Africa
1,527
2,591
119
1,486
2017 Fleet 2027 Fleet 2017 Next-Gen
2027 Next-Gen
CAGR
28.7%
Middle East7,465
8,084
178
3,741
2017 Fleet 2027 Fleet 2017 Next-Gen
2027 Next-Gen
CAGR
35.6%
North America
1,651
2,527
126
1,366
2017 Fleet 2027 Fleet 2017 Next-Gen
2027 Next-Gen
CAGR
26.9%
South America
6,263
8,237
363
4,267
2017 Fleet 2027 Fleet 2017 Next-Gen
2027 Next-Gen
CAGR
27.9%
Europe
7,466
12,411
541
6,915
2017 Fleet 2027 Fleet 2017 Next-Gen
2027 Next-Gen
CAGR
29.0%
Asia Pacific
ICF proprietary and confidential. Do not copy, distribute, or disclose.
Approximately 24,000 aircraft will be equipped with AHM by 2027
20
AHM adoption,
2017 – 2027 CAGR
Transmittable data
(Mb/flight)
New generation aircraft generate much more
data compared to older types
As data becomes increasingly useful to
improve maintenance, the adoption of Aircraft
Health Monitoring is expected to grow
ICF expects ~24,000 aircraft will be equipped
with Aircraft Health Monitoring by 2027 of
which 17,000 are new technology aircraft
This is driving a digitisation of aircraft
operations, which will see high growth in the
adoption of e-enabled services and further
advances in health management
0
10.000
20.000
40.000
30.000~29k
~9k~17k
2017
# of Aircraft
2022
~24k
2027
~35k~39k
28Mb787
777 1Mb
Limited AHM
AHM
Source: ICF analysis
ICF proprietary and confidential. Do not copy, distribute, or disclose.
AHM can be viewed as a subset of data management value chain….
21
Acquisition & Synthesis
Trans-mission
Storage AnalysisMRO
PlanningMRO Action
Records Keeping
Troubleshoot while the
aircraft is in flight or after
it lands
Customise maintenance
program to prevent
unscheduled downtime
Diagnostic Prognostic
Aircraft Health Management goes beyond
predicting and replacing components, it
incorporates flight operations and helps
airlines in fleet and inventory management
Diagnostics Prognostics
Determining
whether the
component is
performing its
function
Predicting the
remaining life of
a component
Aircraft Health Monitoring is inferring the state
of the aircraft.
Aircraft Health Management is extracting value
from this information.
ICF proprietary and confidential. Do not copy, distribute, or disclose.
…..consisting of building blocks essential to its implementation
22
Web Portal or Other
Interface
Storage
Cleaning
Ground-based
Transmission
In-Flight
Transmission
Hardware on
Aircraft
Access to Hardware
and Infrastructure
Historic MRO data
Maintenance
Manuals
OEM
Documentation of
Aircraft & Systems
Flight Operations
and Environmental
Data
Aircraft Health Data
Intellectual Property
Maintenance
Expertise
OE Design
Expertise
Integration with
MRO software
Aircraft Expertise Customer Support
Processes for
Validating and
Communicating
Outcomes to
Customers
Technical Support
Centre
Technical Expertise
Analytics
Diagnostics
Prognostics
ICF proprietary and confidential. Do not copy, distribute, or disclose.
For airlines, improved technical dispatch reliability and fewer NFFs are the key benefits of AHM
23
Estimated breakdown of
AHM benefits ICF has quantified the savings into 4 categories:
Technical Dispatch Reliability: Maintenance related
delays of over 15 minutes
No Fault Founds: Unnecessary removal of functional
components
Inventory: Spare parts held by airlines/MROs
Labor Productivity: Labor costs during maintenance
activities
Through research and analysis, ICF found that
improvements in NFFs and technical dispatch
reliability bring the most savings from AHM
37%
33%
20%
10%Technical Dispatch Reliability
Labour & productivity
No fault found
Inventory reduction
Source: ICF analysis
ICF proprietary and confidential. Do not copy, distribute, or disclose.
Latest developments
24
ICF proprietary and confidential. Do not copy, distribute, or disclose.
OEMs & MROs are embracing partnerships to cover the MRO data value chain
25Source: ICF research
Acquisition & Synthesis
Trans-mission
Storage AnalysisMRO
PlanningMRO Action
Records Keeping
Engine Health
Monitoring Partnership
Digital aviation
applications partnership
ICF proprietary and confidential. Do not copy, distribute, or disclose.
OEMs & MROs are embracing partnerships to cover the MRO data value chain
26Source: ICF research
Acquisition & Synthesis
Trans-mission
Storage AnalysisMRO
PlanningMRO
ActionRecords Keeping
-
ACARS /
Gate Wi-Fi AnalytX
-ACARS /
Gate Wi-FiIBM
AFI-KLM -ACARS /
Gate Wi-Fi- -
-ACARS /
Gate Wi-Fi-
MRO Alliance
ICF proprietary and confidential. Do not copy, distribute, or disclose.
The MRO industry has entered the ‘expand’ phase of the digital maturity lifecycle; numerous suppliers are developing digital tools that provide a solution for a single issue
27Source: ICF research
Innovators Early adopters Early majority Late Majority Laggards
Launch Develop Automation analytics
Innovate Expand Consolidate Challenge
Today
ICF proprietary and confidential. Do not copy, distribute, or disclose.
OEM’s are seeking new ways to expand their market share
28
Airbus
Skywise
FOMAX
Core Platform
GE Aviation
eFOQA
FlightPulse
AFI-KLM Component repair services
Supply chain
Air Asia signed up for Skywise while
under a component repair contract
with AFI-KLM
Airbus is likely to target other large
(single) fleet operators next Economies of scale
Maximum return for the airline
Airbus gets closer to reaching critical mass for their
platform
ICF proprietary and confidential. Do not copy, distribute, or disclose.
Summary
29
ICF proprietary and confidential. Do not copy, distribute, or disclose.
Digitisation could enable airlines to save in excess of $5B/year
Driven by improved dispatch
reliability, No Fault Found reduction,
Inventory reduction and Improved
labour productivity
Maintenance cost
~ $3BFrom AHM and
predictive maintenance
Continuous flight optimisation
through live weather updates,
speed and altitude optimisation…
Fuel saving
~ $1.7BFrom flight optimisation
Improved turnaround process, in-
flight routing optimisation
Delay reduction
~ $0.8BFrom improved
operational processes
30
ICF proprietary and confidential. Do not copy, distribute, or disclose.
Are the basics in place to exploit data?
Are your shop findings in a database
format?
But there are a number of key questions Airlines, OEMs and MROs need to evaluate
Will digitisation break the borders
between the different players in the
aviation market?
Digitisation offers airlines the
potential for efficiency that is
only just being understood.
Suppliers need to create the
right partnerships & value
propositions.
Where OEMs have previously
focused their Services M&A
efforts on R&O investments,
focus is now on acquiring IT
expertise.
Non aviation incumbents are
disrupting the markets (e.g.
Amazon in the cargo market)
31
Will digitisation allow the outsourcing
of currently “core” airline activities?
ICF proprietary and confidential. Do not copy, distribute, or disclose.
ICF is one of the world’s largest and most experienced
aviation and aerospace consulting firms
32
ICF proprietary and confidential. Do not copy, distribute, or disclose. 33
Let’s Make Big
Things PossibleConsulting for the
Global Aviation Industry
Airlines | Airports | Aircraft | Aerospace and Maintenance
Helping you manage assets and
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ICF offers our team of nearly 100 aviation experts dedicated to
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Partnerships Program.
34
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35
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36
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37
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38
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