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Jeff Jang
MBA
Jordi Vila
MBA
Jack Hochschild
MS AA,
PhD CEE
Tommy Poa
MS MS&E
Dilan Nana
BSc CS
Interviews
“Air Force Fleet Management and Analysis
(FM&A) personnel need a way to quickly and
easily ascertain the functionality of vehicles
across their fleet in order to better prioritize
resources and manage maintenance
workflows.”
“Low levels of vehicle fleet readiness negatively
impact flight operations. Vehicle Management
personnel need tools that automate fleet data
insights and identify optimal maintenance
priorities in order to improve Estimated Time in
Commission (ETIC) accuracy and minimize
Non-Mission Capable (NMC) rates.”
Problem Sponsor
4th Logistics Readiness Squadron (LRS),
Seymour-Johnson Air Force Base
11
4
Original Problem Statement: Final Problem Statement:
Business Mentor: Eric Schrader
Defense Mentor: Col. Denny Davies
AIR FORCE VEHICLE FLEET MANAGEMENT HAS UNIQUE DEMANDS
Seymour Johnson Air Force Base has 600+ ground vehicles
supporting 17 units
The Air Force utilizes thousands of vehicles for operations that all require
unique maintenance demands.
Objective: ensure that vehicles are running when they are needed
BACKGROUND: INITIAL UNDERSTANDING OF SPONSOR’S PROBLEM
Defense Property
Accountability
System (DPAS)
Complex Manual
Excel spreadsheets
One-size-fits-all
approach without
robust data analysis
Ad hoc solution
by end user
Unpopular (not user-
friendly)
“Digesting these
spreadsheets is hell”
- Vehicle Management
Superintendent
BACKGROUND: INITIAL UNDERSTANDING OF SPONSOR’S PROBLEM
Defense Property
Accountability
System (DPAS)
Complex Manual
Excel spreadsheets
One-size-fits-all
approach without
robust data analysis
Ad hoc solution
by end user
Unpopular (not user-
friendly)
“Digesting these
spreadsheets is hell”
- Vehicle Management
Superintendent
BACKGROUND: INITIAL UNDERSTANDING OF SPONSOR’S PROBLEM
Defense Property
Accountability
System (DPAS)
Complex Manual
Excel spreadsheets
One-size-fits-all
approach without
robust data analysis
Ad hoc solution
by end user
Unpopular (not user-
friendly)
“Digesting these
spreadsheets is hell”
- Vehicle Management
Superintendent
Hours and hours of
manual work
Requires “Excel Expert”
Rife with inefficiencies
Prone to human error
10
9
8
7
6
5
4
3
2
1
Weeks
Build & Deploy
Design MVP
Define the problem + Discovery
114
Interviews
14
Survey Responses
89x Beneficiaries
7x Cybersecurity/
Deployment Experts
8x Commercial Fleet
Managers
10x Procurement Experts
5x Former H4D
Students
9x Enterprise
Solutions Experts
THREE PHASES TO OUR APPROACH
DEFINING THE PROBLEM + DISCOVERY = EXTENSIVE CUSTOMER INTERVIEWS
HYPOTHESES TO VALIDATE:
● Primary beneficiary: FM&A are beneficiaries most
impacted by current problem
● Leadership visibility: LRS Command lacks a unified
quick-reference dashboard to show vehicle fleet
status
● Operator inefficiencies: Home-grown excel
spreadsheets lack real-time, lack automation and
prone to human error/requires significant user
training
10
9
8
7
6
5
4
3
2
1
Weeks
Define the problem + Discovery
WE THOUGHT FM&A WERE OUR ONLY BENEFICIARIES…
Logistics Readiness
Squadron (LRS)
Mechanic Shops
Other Units on
AF Base
(Vehicle Control
Officers)
Fleet Management &
Analysis (FM&A)
Vehicle
Management Flight
BUT WE REALIZED MANY MORE STAKEHOLDERS WOULD BENEFIT
Logistics Readiness
Squadron (LRS)
Mechanic Shops
Other Units on
AF Base
(Vehicle Control
Officers)
Fleet Management &
Analysis (FM&A)
Vehicle
Management Flight
✔ 4th Logistics Readiness
Squadron (LRS) (our
sponsors) to iterate on
product market fit,
especially during
prototyping
✔ Other LRSs, VSCOS, VCOs
to understand metrics and
dashboards they care
about
✔ Cybersecurity experts for
base-wide deployment
(Tesseract, Software
Factories)
✔ Software Engineering
❏ Consolidate data into one
centralized database
❏ Automate prioritization
process
❏ Data visualization and analyses
✔ Design
❏ Easy-to-use customer facing
tool
❏ Flexible customization and
adaptability for new vehicles
and other bases
❏ Secure access control
✔ Modular web platform: to
upload, visualize and generate
reports on fleet data
✔ Secure local hosting server: to
keep fleet data secure
✔ Secondary computer to
connect to DPAS (connect via
hotspot)
✔ Security clearance & IT
accreditation and approval: to
gain access to DoD platforms
✔ Provide a centralized
vehicle-status data
repository that consolidates
data from DPAS/Excel (1, 2, 3)
✔ Offer web-based
visualization tools to assess
and update status of the
fleet (dashboards for data
analytics and download
summaries, and reports) (1, 2)
✔ Track the end-to-end
maintenance process to
minimize vehicle downtime
(1, 2, 3, 4)
✔ Real-time feedback/status
platform to report vehicle
issues to central chain of
command across bases(1, 2,
4)
✔ Predictive Scheduled
Maintenance to estimate up
to 90 days in advance when
vehicles will need regular
service, based on historical
usage data (1,2,3,4)
✔ IT support to get authentication
rights to real-time access
vehicle fleet and vehicle
readiness statuses
✔ 4th LRS sponsor support to
fully understand current
infrastructure and pain-points
✔ Buy-in from 4th LRS to deploy
and receive timely feedback
Customer Segmentation
✔ Primary: Fleet
Management &
Analysis (FM&A)
✔ Secondary: Vehicle
Maintenance Flight
HQ (Commander)
✔ Tertiary: Squadron
HQs (Commander)
✔ And beyond:
Maintenance Shops,
VCOs, and end user
customers (units on
base)
✔ Initial product deployed
Seymour Johnson AFB
✔ Scale to other bases with
different protocols and
requirements
✔ Stand-alone machine
read spreadsheets from
DPAS, implement Local
Solution
✔ Platform development: software development costs and maintenance of
technology offering
✔ Variable Cost: travel to Seymour Johnson Air Force Base, Travis AFB
✔ Timeline to deploy: tangible MVP by end of Week 6 in order to have
sufficient time to iron out bugs, iterate new versions, and ensure CSAT
✔ Funding opportunities: SBIR, STTR and AFWERX
✔ Centralized Platform: consolidate all necessary data from current sources (excel, DPAS)
✔ Increase Efficiency: reduce the average Estimated Time in Completion (ETIC), which is the
estimated date vehicle will be out of maintenance
✔ Automated Workflow: optimize work order management by automatically prioritize resources
based on ETIC and mission-critical levels
✔ Increased Visibility: through automated dashboards, data analytics, summaries, and reports
✔ New Capabilities: Compare MELs across bases for quick vehicle deployment, predict
maintenance schedule to allocate airmen work, standardization across bases
Air Force vehicle maintenance tracking
Team Fleetwise 04/23/21 4
WE REDEFINED OUR BENEFICIARIES
✔ Long Term plans
WEEK 1 WEEK 4
Customer Segmentation
✔ Primary: Daily users at
the Unit-level
maintenance
organizations (e.g. 4th
LRS)
✔ Secondary: The Air
Force and all its bases
involving vehicles and
maintenance
✔ Tertiary: Other branches
of the military where
maintenance of vehicles
is relevant (i.e. army
bases, navy bases etc.)
b/c this platform is not
confined to work only on
‘Air Force vehicles’
✔ And beyond: Any
organization wanting
data analysis and access
to the status and
maintenance of their
vehicles.
MANAGING DIGITAL WORKFLOWS IS KEY
What we learned so far:
● DPAS acts as a central database
for fleet maintenance
● Many pain points exist due to lack
of actionable insights from data
● FM&A and LRS Leadership desire
platform that provides automated
analytics from DPAS database
What leadership shared:
“DPAS stores the data, but
doesn’t serve us to conduct our
mission. That’s why everyone
has these spreadsheets.”
- LRS Commander
DESIGN THE SOLUTION: MARKET ANALYSIS & MVP REQUIREMENTS
HYPOTHESES TO VALIDATE:
● Adjacent efforts: There are no other ongoing
efforts to solve the LRS pain points
● Automated Dashboard: We can replace
manually-generated tracking spreadsheets with
an automated dashboard
10
9
8
7
6
5
4
3
2
1
Weeks
Design MVP
IS ANYONE ALREADY TRYING TO DO THIS?
DoD Contractors
DPAS is a broad system;
providing detailed
analytics on maintenance
is not priority
IS ANYONE ALREADY TRYING TO DO THIS?
DoD Contractors
DPAS is a broad system;
providing detailed
analytics on maintenance
is not priority
Air Force Software Factories
Solving for F-35 aircraft
maintenance (not vehicles)
IS ANYONE ALREADY TRYING TO DO THIS?
+
DoD Contractors
DPAS is a broad system;
providing detailed
analytics on maintenance
is not priority
DoD Organizations
Developing a custom app
for vehicle inspections
Air Force Software Factories
Solving for F-35 aircraft
maintenance (not vehicles)
MVP: WE CAN IMPROVE UPON COMPLEX SPREADSHEETS
Through interviews:
● Find out what metrics
decision-makers care about
● Iterate design and get user
feedback
Metrics-focused MVP:
● ETIC (Estimated time in
commission)
● NMC (Non-mission capable) rates
● Two types of
maintenance: scheduled
and unscheduled
● Current unscheduled
maintenance almost 3x
industry standard:
PIVOT FROM DASHBOARD TO BUSINESS INTELLIGENCE TOOL
“Predictive maintenance is the
true game changer”
- LRS Commander
“Predictive maintenance would inform us
on what types of items to buy so that they
are already on shelves... looking ahead 60
days would be amazing.”
- VM Flight Commander
✔ 4th Logistics Readiness
Squadron (LRS) (our
sponsors) to iterate on
product market fit,
especially during
prototyping
✔ Other LRSs, VSCOS, VCOs
to understand metrics and
dashboards they care
about
✔ Cybersecurity experts for
base-wide deployment
(Tesseract, Software
Factories)
✔ Software Engineering
❏ Consolidate data into one
centralized database
❏ Automate prioritization
process
❏ Data visualization and analyses
✔ Design
❏ Easy-to-use customer facing
tool
❏ Flexible customization and
adaptability for new vehicles
and other bases
❏ Secure access control
✔ Modular web platform: to
upload, visualize and generate
reports on fleet data
✔ Secure local hosting server: to
keep fleet data secure
✔ Secondary computer to
connect to DPAS (connect via
hotspot)
✔ Security clearance & IT
accreditation and approval: to
gain access to DoD platforms
✔ Provide a centralized
vehicle-status data
repository that consolidates
data from DPAS/Excel (1, 2, 3)
✔ Offer web-based
visualization tools to assess
and update status of the
fleet (dashboards for data
analytics and download
summaries, and reports) (1, 2)
✔ Track the end-to-end
maintenance process to
minimize vehicle downtime
(1, 2, 3, 4)
✔ Real-time feedback/status
platform to report vehicle
issues to central chain of
command across bases(1, 2,
4)
✔ Predictive Scheduled
Maintenance to estimate up
to 90 days in advance when
vehicles will need regular
service, based on historical
usage data (1,2,3,4)
✔ IT support to get authentication
rights to real-time access
vehicle fleet and vehicle
readiness statuses
✔ 4th LRS sponsor support to
fully understand current
infrastructure and pain-points
✔ Buy-in from 4th LRS to deploy
and receive timely feedback
Customer Segmentation
✔ Primary: Fleet
Management & Analysis
(FM&A)
✔ Secondary: Vehicle
Maintenance Flight HQ
(Commander)
✔ Tertiary: Squadron HQs
(Commander)
✔ And beyond:
Maintenance Shops,
VCOs, and end user
customers (units on
base)
✔ Platform development: software development costs and maintenance of
technology offering
✔ Variable Cost: travel to Seymour Johnson Air Force Base, Travis AFB
✔ Timeline to deploy: tangible MVP by end of Week 6 in order to have sufficient
time to iron out bugs, iterate new versions, and ensure CSAT
✔ Funding opportunities: SBIR, STTR and AFWERX
✔ Centralized Platform: consolidate all necessary data from current sources (excel, DPAS)
✔ Increase Efficiency: reduce the average Estimated Time in Completion (ETIC), which is the
estimated date vehicle will be out of maintenance
✔ Automated Workflow: optimize work order management by automatically prioritize resources
based on ETIC and mission-critical levels
✔ Increased Visibility: through automated dashboards, data analytics, summaries, and reports
✔ New Capabilities: Compare MELs across bases for quick vehicle deployment, predict
maintenance schedule to allocate airmen work, standardization across bases
Air Force vehicle maintenance tracking
Team Fleetwise 04/23/21 4
PREVIOUSLY: NEBULOUS VALUE PROPS & MISSION ACHIEVEMENT
✔ Long Term plans
✔ Initial product deployed
Seymour Johnson AFB
✔ Scale to other bases with
different protocols and
requirements
✔ Stand-alone machine
read spreadsheets from
DPAS, implement Local
Solution
✔ 4th Logistics Readiness
Squadron (LRS) (our
sponsors) to iterate on
product market fit,
especially during
prototyping
✔ Other LRSs, VSCOS, VCOs
to understand metrics and
dashboards they care
about
✔ Cybersecurity experts for
base-wide deployment
(Tesseract, Software
Factories)
✔ Software Engineering
❏ Consolidate data into one
centralized database
❏ Automate prioritization
process
❏ Data visualization and analyses
✔ Design
❏ Easy-to-use customer facing
tool
❏ Flexible customization and
adaptability for new vehicles
and other bases
❏ Secure access control
✔ Modular web platform: to
upload, visualize and generate
reports on fleet data
✔ Secure local hosting server: to
keep fleet data secure
✔ Secondary computer to
connect to DPAS (connect via
hotspot)
✔ Security clearance & IT
accreditation and approval: to
gain access to DoD platforms
✔ Increase Mission Capability
Rates (MCR) for each vehicle
category, ensuring that
vehicle downtime doesn’t
impact flying missions (1, 2,
3)
✔ Offer web-based
visualization tools that
consolidates data from DPAS
to assess status of the fleet
(dashboards, graphs,
summaries, reports) (1, 2)
✔ Prioritize maintenance
tasks to minimize vehicle
downtime (1, 2, 3, 4)
✔ Predictive Scheduled
Maintenance calendar to
estimate when vehicles will
need regular service or be
below MEL, predicted
inspection intervals and
mileage (1, 2, 3)
✔ Real-time feedback/status
platform to report issues (1,
2, 4)
✔ IT support to get authentication
rights to real-time access
vehicle fleet and vehicle
readiness statuses
✔ 4th LRS sponsor support to
fully understand current
infrastructure and pain-points
Customer Segmentation
✔ Primary: Fleet
Management & Analysis
(FM&A)
✔ Secondary: Vehicle
Maintenance Flight HQ
(Commander)
✔ Tertiary: Squadron HQs
(Commander)
✔ And beyond:
Maintenance Shops,
VCOs, and end user
customers (units on
base)
✔ Platform development: software development costs and maintenance of
technology offering
✔ Variable Cost: travel to Seymour Johnson Air Force Base, Travis AFB
✔ Timeline to deploy: tangible MVP by end of Week 6 in order to have sufficient
time to iron out bugs, iterate new versions, and ensure CSAT
✔ Funding opportunities: SBIR, STTR, AFWERX and OTA
✔ Better functionality of data sources: consolidate all necessary data from current sources (excel,
DPAS) to better assess and maintain MEL levels of different vehicle types and eliminate the need
for various homegrown products
✔ Predictive than reactive scheduling: based on historical maintenance data, predict future
maintenance schedule and optimize with ongoing operations
✔ Increased Visibility: through automated dashboards, data analytics, summaries, and reports
✔ Increase Efficiency: automate work order management by ETIC and mission-critical levels
Air Force vehicle maintenance tracking
Team Fleetwise 05/02/21 6
ITERATIVE DESIGN PROCESS ALLOWED US TO UNDERSTAND THESE
✔ Long Term plans
✔ Initial product deployed
Seymour Johnson AFB
✔ Scale to other bases with
different protocols and
requirements
✔ Stand-alone machine
read spreadsheets from
DPAS, implement Local
Solution
OUR DEPLOYMENT APPROACH IS BOTTOM-UP FROM THE MAIN USER
GOALS:
● Validate MVP features: deploy MVP features and
predictive scheduling to end users (for LRS
workflow) to validate MVP offering
● Validate secondary use case: identify additional
industries that share LRS pain points
● Determine next steps: product and team
feasibility
10
9
8
7
6
5
4
3
2
1
Weeks
Build & Deploy
DEPLOYED MVP TO 4TH LRS @ SEYMOUR JOHNSON AIR FORCE BASE
“This is badass!”
- FM&A section chief
Shipped:
Metrics-focused dashboard
to bring ETIC & NMC rate
visibility
Features in development:
● MEL Status
● Manning Report
● Predictive Maintenance
END USERS LOVED IT - AWESOME!
“This sounds exactly like what we’ve
been looking for. How can we help?”
- LRS Commander
“I wouldn’t have to worry about
slides anymore”
- VM Flight Commander
"Our base has the 4th most-utilized
fleet in the entire Air Force … so
changes like this really matter. What
can we do to implement this?"
- VM Flight Commander
“This wouldn’t be [just] another tool,
but something that actually enables
us to do our work.”
- LRS Commander
ADOPTION RISK: LACK OF BUY-IN FROM PURCHASING AUTHORITY
Purchasing Authority
Beneficiaries
See the value of the tool
We have a problem!
And we know how to
solve it.
Need to understand the
impact of the tool
We can support you!
But we don’t see a
problem.
MITIGATE ADOPTION RISK: DEMONSTRATE PRODUCT VALUE USING DATA
Purchasing Authority
Beneficiaries
See the value of the tool
Need to understand the
impact of the tool
Survey & collect user data
to quantify impact of tool
We have a problem!
And we know how to
solve it.
We can support you!
But we don’t see a
problem.
MITIGATE ADOPTION RISK: DEMONSTRATE PRODUCT VALUE USING DATA
“This tool will assist every level of Vehicle Management to make better
and more timely decisions. It will help us budget our time and
resources in a more efficient way.”
- FM&A Section Lead
WE THINK THERE IS A COMMERCIAL MARKE
Stanford
University
City of
Austin
City of San
Francisco
City of
Dallas
“A lot of analysis I do is pieced
together by pulling data and working
in tools like Excel and Access that
people tend to look down on.”
- Municipal Fleet Manager
Consistent Pain Points across military &
commercial use cases:
● Mandated to use enterprise-wide asset
management system not designed for fleet
management
● Platform doesn’t provide analytics insights
● Requires time-consuming manual analysis
ATTRACTIVE OPPORTUNITIES IN THE FLEET MANAGEMENT MARKET
$19.9
Billion
$34
Billion
ANNUAL
GROWTH
RATE
11.3%
2020 2025
● Globally, fleet management market projected to reach
$34.0B by 2025, for a compound annual growth rate
(CAGR) of 11.3%
● Growth attributed in part due to rise in the adoption of
cloud-based solutions
● Need for operational efficiency by fleet owners is also
driving the fleet management market
Source: https://www.marketsandmarkets.com/Market-Reports/fleet-management-systems-market-1020.html
✔ 4th Logistics Readiness
Squadron (LRS) (our
sponsors) to iterate on
product market fit,
especially during
prototyping
✔ Other LRSs, VSCOS, VCOs
to understand metrics and
dashboards they care
about
✔ Platform One for Air Force-
wide deployment
✔ Tesseract for strategic
partnership (accelerator)
✔ Software Engineering
❏ Consolidate data into one
centralized database
❏ Automate prioritization
process
❏ Data visualization and analyses
✔ Design
❏ Easy-to-use customer facing
tool
❏ Flexible customization and
adaptability for new vehicles
and other bases
❏ Secure access control
✔ Modular web platform: to
upload, visualize and generate
reports on fleet data
✔ Secure local hosting server: to
keep fleet data secure
✔ Secondary computer to
connect to DPAS (connect via
hotspot)
✔ Security clearance & IT
accreditation and approval: to
gain access to DoD platforms
✔ Offer web-based visualization
tools that consolidates data
from DPAS to assess status of
the fleet (dashboards, graphs,
summaries, reports) (1, 2)
✔ Increase Mission Capability
Rates (MCR) for each vehicle
category, ensuring that vehicle
downtime doesn’t impact flying
missions (1, 2, 3)
✔ Prioritize maintenance tasks
to minimize vehicle downtime
(1, 2, 3, 4)
✔ Predictive Scheduled
Maintenance calendar to
estimate when vehicles will
need regular service or be below
MEL, predicted inspection
intervals and mileage (1, 2, 3)
✔ Supply Chain Integration to
minimize parts ETA, cost, and
sourcing time (1, 2, 3, 4)
✔ Real-time feedback/status
platform to report issues (1, 2, 4)
✔ 4th LRS sponsor support to
fully understand current
infrastructure and pain-points
✔ IT support to get authentication
rights to real-time access
vehicle fleet and vehicle
readiness statuses
Customer Segmentation
1. Primary: Fleet
Management & Analysis
(FM&A)
1. Secondary: Vehicle
Maintenance Flight HQ
(Commander)
1. Tertiary: Squadron HQs
(Commander)
1. And beyond:
Maintenance Shops,
VCOs, and end user
customers (units on
base)
1. Dual-Use: Oracle eAM
users (Universities and
Municipal Fleet
Management)
✔ Platform development: software development costs and maintenance of technology offering
✔ Platform deployment: $35k -$150K to deploy AF-Wide with Platform One + maintenance costs
✔ Variable Cost: travel to Seymour Johnson Air Force Base, Travis AFB
✔ Timeline to deploy: tangible MVP by end of Week 6 in order to have sufficient time to iron out
bugs, iterate new versions, and ensure CSAT
✔ Funding opportunities: SBIR, STTR, AFWERX, OTA, discretionary funding (spark cells), UFR
✔ Better functionality of data sources: consolidate all necessary data from current sources (excel,
DPAS) to better assess and maintain MEL levels of different vehicle types and eliminate the need
for various homegrown products
✔ Predictive than reactive scheduling: based on historical maintenance data, predict future
maintenance schedule and optimize with ongoing operations
✔ Increased Visibility: through automated dashboards, data analytics, summaries, and reports
✔ Increase Efficiency: automate work order management by ETIC and mission-critical levels
Air Force vehicle maintenance tracking
Team Fleetwise 05/31/21 10
MISSION MODEL CANVAS - WEEK 10 (FINAL)
✔ Long Term plans
✔ Initial product deployed
Seymour Johnson AFB
✔ Scale to other bases with
different protocols and
requirements
✔ Stand-alone machine
read spreadsheets from
DPAS, implement Local
Solution
● Don’t jump to solutions
● Hustle for interviews
● Map out the entire workflow
● Be diplomatic in communication
Great learning experience that we will use for the rest of our
lives
On repeat
week after
week
TAKEAWAYS FROM H4D & LEAN LAUNCHPAD METHODOLOGY
HELP US BUILD FLEETWISE
MSgt McCarthy, 4th LRS - Problem
sponsor
Eric Shrader - Business mentor
Col. Denny Davies - Defense mentor
Nick Mirda - Team TA
H4D teaching team
...and everyone interviewed
SPECIAL THANK YOU TO ...

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Fleetwise H4D 2021 Lessons Learned

  • 1. Jeff Jang MBA Jordi Vila MBA Jack Hochschild MS AA, PhD CEE Tommy Poa MS MS&E Dilan Nana BSc CS Interviews “Air Force Fleet Management and Analysis (FM&A) personnel need a way to quickly and easily ascertain the functionality of vehicles across their fleet in order to better prioritize resources and manage maintenance workflows.” “Low levels of vehicle fleet readiness negatively impact flight operations. Vehicle Management personnel need tools that automate fleet data insights and identify optimal maintenance priorities in order to improve Estimated Time in Commission (ETIC) accuracy and minimize Non-Mission Capable (NMC) rates.” Problem Sponsor 4th Logistics Readiness Squadron (LRS), Seymour-Johnson Air Force Base 11 4 Original Problem Statement: Final Problem Statement: Business Mentor: Eric Schrader Defense Mentor: Col. Denny Davies
  • 2. AIR FORCE VEHICLE FLEET MANAGEMENT HAS UNIQUE DEMANDS Seymour Johnson Air Force Base has 600+ ground vehicles supporting 17 units The Air Force utilizes thousands of vehicles for operations that all require unique maintenance demands. Objective: ensure that vehicles are running when they are needed
  • 3. BACKGROUND: INITIAL UNDERSTANDING OF SPONSOR’S PROBLEM Defense Property Accountability System (DPAS) Complex Manual Excel spreadsheets One-size-fits-all approach without robust data analysis Ad hoc solution by end user Unpopular (not user- friendly) “Digesting these spreadsheets is hell” - Vehicle Management Superintendent
  • 4. BACKGROUND: INITIAL UNDERSTANDING OF SPONSOR’S PROBLEM Defense Property Accountability System (DPAS) Complex Manual Excel spreadsheets One-size-fits-all approach without robust data analysis Ad hoc solution by end user Unpopular (not user- friendly) “Digesting these spreadsheets is hell” - Vehicle Management Superintendent
  • 5. BACKGROUND: INITIAL UNDERSTANDING OF SPONSOR’S PROBLEM Defense Property Accountability System (DPAS) Complex Manual Excel spreadsheets One-size-fits-all approach without robust data analysis Ad hoc solution by end user Unpopular (not user- friendly) “Digesting these spreadsheets is hell” - Vehicle Management Superintendent Hours and hours of manual work Requires “Excel Expert” Rife with inefficiencies Prone to human error
  • 6. 10 9 8 7 6 5 4 3 2 1 Weeks Build & Deploy Design MVP Define the problem + Discovery 114 Interviews 14 Survey Responses 89x Beneficiaries 7x Cybersecurity/ Deployment Experts 8x Commercial Fleet Managers 10x Procurement Experts 5x Former H4D Students 9x Enterprise Solutions Experts THREE PHASES TO OUR APPROACH
  • 7. DEFINING THE PROBLEM + DISCOVERY = EXTENSIVE CUSTOMER INTERVIEWS HYPOTHESES TO VALIDATE: ● Primary beneficiary: FM&A are beneficiaries most impacted by current problem ● Leadership visibility: LRS Command lacks a unified quick-reference dashboard to show vehicle fleet status ● Operator inefficiencies: Home-grown excel spreadsheets lack real-time, lack automation and prone to human error/requires significant user training 10 9 8 7 6 5 4 3 2 1 Weeks Define the problem + Discovery
  • 8. WE THOUGHT FM&A WERE OUR ONLY BENEFICIARIES… Logistics Readiness Squadron (LRS) Mechanic Shops Other Units on AF Base (Vehicle Control Officers) Fleet Management & Analysis (FM&A) Vehicle Management Flight
  • 9. BUT WE REALIZED MANY MORE STAKEHOLDERS WOULD BENEFIT Logistics Readiness Squadron (LRS) Mechanic Shops Other Units on AF Base (Vehicle Control Officers) Fleet Management & Analysis (FM&A) Vehicle Management Flight
  • 10. ✔ 4th Logistics Readiness Squadron (LRS) (our sponsors) to iterate on product market fit, especially during prototyping ✔ Other LRSs, VSCOS, VCOs to understand metrics and dashboards they care about ✔ Cybersecurity experts for base-wide deployment (Tesseract, Software Factories) ✔ Software Engineering ❏ Consolidate data into one centralized database ❏ Automate prioritization process ❏ Data visualization and analyses ✔ Design ❏ Easy-to-use customer facing tool ❏ Flexible customization and adaptability for new vehicles and other bases ❏ Secure access control ✔ Modular web platform: to upload, visualize and generate reports on fleet data ✔ Secure local hosting server: to keep fleet data secure ✔ Secondary computer to connect to DPAS (connect via hotspot) ✔ Security clearance & IT accreditation and approval: to gain access to DoD platforms ✔ Provide a centralized vehicle-status data repository that consolidates data from DPAS/Excel (1, 2, 3) ✔ Offer web-based visualization tools to assess and update status of the fleet (dashboards for data analytics and download summaries, and reports) (1, 2) ✔ Track the end-to-end maintenance process to minimize vehicle downtime (1, 2, 3, 4) ✔ Real-time feedback/status platform to report vehicle issues to central chain of command across bases(1, 2, 4) ✔ Predictive Scheduled Maintenance to estimate up to 90 days in advance when vehicles will need regular service, based on historical usage data (1,2,3,4) ✔ IT support to get authentication rights to real-time access vehicle fleet and vehicle readiness statuses ✔ 4th LRS sponsor support to fully understand current infrastructure and pain-points ✔ Buy-in from 4th LRS to deploy and receive timely feedback Customer Segmentation ✔ Primary: Fleet Management & Analysis (FM&A) ✔ Secondary: Vehicle Maintenance Flight HQ (Commander) ✔ Tertiary: Squadron HQs (Commander) ✔ And beyond: Maintenance Shops, VCOs, and end user customers (units on base) ✔ Initial product deployed Seymour Johnson AFB ✔ Scale to other bases with different protocols and requirements ✔ Stand-alone machine read spreadsheets from DPAS, implement Local Solution ✔ Platform development: software development costs and maintenance of technology offering ✔ Variable Cost: travel to Seymour Johnson Air Force Base, Travis AFB ✔ Timeline to deploy: tangible MVP by end of Week 6 in order to have sufficient time to iron out bugs, iterate new versions, and ensure CSAT ✔ Funding opportunities: SBIR, STTR and AFWERX ✔ Centralized Platform: consolidate all necessary data from current sources (excel, DPAS) ✔ Increase Efficiency: reduce the average Estimated Time in Completion (ETIC), which is the estimated date vehicle will be out of maintenance ✔ Automated Workflow: optimize work order management by automatically prioritize resources based on ETIC and mission-critical levels ✔ Increased Visibility: through automated dashboards, data analytics, summaries, and reports ✔ New Capabilities: Compare MELs across bases for quick vehicle deployment, predict maintenance schedule to allocate airmen work, standardization across bases Air Force vehicle maintenance tracking Team Fleetwise 04/23/21 4 WE REDEFINED OUR BENEFICIARIES ✔ Long Term plans WEEK 1 WEEK 4 Customer Segmentation ✔ Primary: Daily users at the Unit-level maintenance organizations (e.g. 4th LRS) ✔ Secondary: The Air Force and all its bases involving vehicles and maintenance ✔ Tertiary: Other branches of the military where maintenance of vehicles is relevant (i.e. army bases, navy bases etc.) b/c this platform is not confined to work only on ‘Air Force vehicles’ ✔ And beyond: Any organization wanting data analysis and access to the status and maintenance of their vehicles.
  • 11. MANAGING DIGITAL WORKFLOWS IS KEY What we learned so far: ● DPAS acts as a central database for fleet maintenance ● Many pain points exist due to lack of actionable insights from data ● FM&A and LRS Leadership desire platform that provides automated analytics from DPAS database What leadership shared: “DPAS stores the data, but doesn’t serve us to conduct our mission. That’s why everyone has these spreadsheets.” - LRS Commander
  • 12. DESIGN THE SOLUTION: MARKET ANALYSIS & MVP REQUIREMENTS HYPOTHESES TO VALIDATE: ● Adjacent efforts: There are no other ongoing efforts to solve the LRS pain points ● Automated Dashboard: We can replace manually-generated tracking spreadsheets with an automated dashboard 10 9 8 7 6 5 4 3 2 1 Weeks Design MVP
  • 13. IS ANYONE ALREADY TRYING TO DO THIS? DoD Contractors DPAS is a broad system; providing detailed analytics on maintenance is not priority
  • 14. IS ANYONE ALREADY TRYING TO DO THIS? DoD Contractors DPAS is a broad system; providing detailed analytics on maintenance is not priority Air Force Software Factories Solving for F-35 aircraft maintenance (not vehicles)
  • 15. IS ANYONE ALREADY TRYING TO DO THIS? + DoD Contractors DPAS is a broad system; providing detailed analytics on maintenance is not priority DoD Organizations Developing a custom app for vehicle inspections Air Force Software Factories Solving for F-35 aircraft maintenance (not vehicles)
  • 16. MVP: WE CAN IMPROVE UPON COMPLEX SPREADSHEETS Through interviews: ● Find out what metrics decision-makers care about ● Iterate design and get user feedback Metrics-focused MVP: ● ETIC (Estimated time in commission) ● NMC (Non-mission capable) rates
  • 17. ● Two types of maintenance: scheduled and unscheduled ● Current unscheduled maintenance almost 3x industry standard: PIVOT FROM DASHBOARD TO BUSINESS INTELLIGENCE TOOL
  • 18. “Predictive maintenance is the true game changer” - LRS Commander “Predictive maintenance would inform us on what types of items to buy so that they are already on shelves... looking ahead 60 days would be amazing.” - VM Flight Commander
  • 19. ✔ 4th Logistics Readiness Squadron (LRS) (our sponsors) to iterate on product market fit, especially during prototyping ✔ Other LRSs, VSCOS, VCOs to understand metrics and dashboards they care about ✔ Cybersecurity experts for base-wide deployment (Tesseract, Software Factories) ✔ Software Engineering ❏ Consolidate data into one centralized database ❏ Automate prioritization process ❏ Data visualization and analyses ✔ Design ❏ Easy-to-use customer facing tool ❏ Flexible customization and adaptability for new vehicles and other bases ❏ Secure access control ✔ Modular web platform: to upload, visualize and generate reports on fleet data ✔ Secure local hosting server: to keep fleet data secure ✔ Secondary computer to connect to DPAS (connect via hotspot) ✔ Security clearance & IT accreditation and approval: to gain access to DoD platforms ✔ Provide a centralized vehicle-status data repository that consolidates data from DPAS/Excel (1, 2, 3) ✔ Offer web-based visualization tools to assess and update status of the fleet (dashboards for data analytics and download summaries, and reports) (1, 2) ✔ Track the end-to-end maintenance process to minimize vehicle downtime (1, 2, 3, 4) ✔ Real-time feedback/status platform to report vehicle issues to central chain of command across bases(1, 2, 4) ✔ Predictive Scheduled Maintenance to estimate up to 90 days in advance when vehicles will need regular service, based on historical usage data (1,2,3,4) ✔ IT support to get authentication rights to real-time access vehicle fleet and vehicle readiness statuses ✔ 4th LRS sponsor support to fully understand current infrastructure and pain-points ✔ Buy-in from 4th LRS to deploy and receive timely feedback Customer Segmentation ✔ Primary: Fleet Management & Analysis (FM&A) ✔ Secondary: Vehicle Maintenance Flight HQ (Commander) ✔ Tertiary: Squadron HQs (Commander) ✔ And beyond: Maintenance Shops, VCOs, and end user customers (units on base) ✔ Platform development: software development costs and maintenance of technology offering ✔ Variable Cost: travel to Seymour Johnson Air Force Base, Travis AFB ✔ Timeline to deploy: tangible MVP by end of Week 6 in order to have sufficient time to iron out bugs, iterate new versions, and ensure CSAT ✔ Funding opportunities: SBIR, STTR and AFWERX ✔ Centralized Platform: consolidate all necessary data from current sources (excel, DPAS) ✔ Increase Efficiency: reduce the average Estimated Time in Completion (ETIC), which is the estimated date vehicle will be out of maintenance ✔ Automated Workflow: optimize work order management by automatically prioritize resources based on ETIC and mission-critical levels ✔ Increased Visibility: through automated dashboards, data analytics, summaries, and reports ✔ New Capabilities: Compare MELs across bases for quick vehicle deployment, predict maintenance schedule to allocate airmen work, standardization across bases Air Force vehicle maintenance tracking Team Fleetwise 04/23/21 4 PREVIOUSLY: NEBULOUS VALUE PROPS & MISSION ACHIEVEMENT ✔ Long Term plans ✔ Initial product deployed Seymour Johnson AFB ✔ Scale to other bases with different protocols and requirements ✔ Stand-alone machine read spreadsheets from DPAS, implement Local Solution
  • 20. ✔ 4th Logistics Readiness Squadron (LRS) (our sponsors) to iterate on product market fit, especially during prototyping ✔ Other LRSs, VSCOS, VCOs to understand metrics and dashboards they care about ✔ Cybersecurity experts for base-wide deployment (Tesseract, Software Factories) ✔ Software Engineering ❏ Consolidate data into one centralized database ❏ Automate prioritization process ❏ Data visualization and analyses ✔ Design ❏ Easy-to-use customer facing tool ❏ Flexible customization and adaptability for new vehicles and other bases ❏ Secure access control ✔ Modular web platform: to upload, visualize and generate reports on fleet data ✔ Secure local hosting server: to keep fleet data secure ✔ Secondary computer to connect to DPAS (connect via hotspot) ✔ Security clearance & IT accreditation and approval: to gain access to DoD platforms ✔ Increase Mission Capability Rates (MCR) for each vehicle category, ensuring that vehicle downtime doesn’t impact flying missions (1, 2, 3) ✔ Offer web-based visualization tools that consolidates data from DPAS to assess status of the fleet (dashboards, graphs, summaries, reports) (1, 2) ✔ Prioritize maintenance tasks to minimize vehicle downtime (1, 2, 3, 4) ✔ Predictive Scheduled Maintenance calendar to estimate when vehicles will need regular service or be below MEL, predicted inspection intervals and mileage (1, 2, 3) ✔ Real-time feedback/status platform to report issues (1, 2, 4) ✔ IT support to get authentication rights to real-time access vehicle fleet and vehicle readiness statuses ✔ 4th LRS sponsor support to fully understand current infrastructure and pain-points Customer Segmentation ✔ Primary: Fleet Management & Analysis (FM&A) ✔ Secondary: Vehicle Maintenance Flight HQ (Commander) ✔ Tertiary: Squadron HQs (Commander) ✔ And beyond: Maintenance Shops, VCOs, and end user customers (units on base) ✔ Platform development: software development costs and maintenance of technology offering ✔ Variable Cost: travel to Seymour Johnson Air Force Base, Travis AFB ✔ Timeline to deploy: tangible MVP by end of Week 6 in order to have sufficient time to iron out bugs, iterate new versions, and ensure CSAT ✔ Funding opportunities: SBIR, STTR, AFWERX and OTA ✔ Better functionality of data sources: consolidate all necessary data from current sources (excel, DPAS) to better assess and maintain MEL levels of different vehicle types and eliminate the need for various homegrown products ✔ Predictive than reactive scheduling: based on historical maintenance data, predict future maintenance schedule and optimize with ongoing operations ✔ Increased Visibility: through automated dashboards, data analytics, summaries, and reports ✔ Increase Efficiency: automate work order management by ETIC and mission-critical levels Air Force vehicle maintenance tracking Team Fleetwise 05/02/21 6 ITERATIVE DESIGN PROCESS ALLOWED US TO UNDERSTAND THESE ✔ Long Term plans ✔ Initial product deployed Seymour Johnson AFB ✔ Scale to other bases with different protocols and requirements ✔ Stand-alone machine read spreadsheets from DPAS, implement Local Solution
  • 21. OUR DEPLOYMENT APPROACH IS BOTTOM-UP FROM THE MAIN USER GOALS: ● Validate MVP features: deploy MVP features and predictive scheduling to end users (for LRS workflow) to validate MVP offering ● Validate secondary use case: identify additional industries that share LRS pain points ● Determine next steps: product and team feasibility 10 9 8 7 6 5 4 3 2 1 Weeks Build & Deploy
  • 22. DEPLOYED MVP TO 4TH LRS @ SEYMOUR JOHNSON AIR FORCE BASE “This is badass!” - FM&A section chief Shipped: Metrics-focused dashboard to bring ETIC & NMC rate visibility Features in development: ● MEL Status ● Manning Report ● Predictive Maintenance
  • 23. END USERS LOVED IT - AWESOME! “This sounds exactly like what we’ve been looking for. How can we help?” - LRS Commander “I wouldn’t have to worry about slides anymore” - VM Flight Commander "Our base has the 4th most-utilized fleet in the entire Air Force … so changes like this really matter. What can we do to implement this?" - VM Flight Commander “This wouldn’t be [just] another tool, but something that actually enables us to do our work.” - LRS Commander
  • 24. ADOPTION RISK: LACK OF BUY-IN FROM PURCHASING AUTHORITY Purchasing Authority Beneficiaries See the value of the tool We have a problem! And we know how to solve it. Need to understand the impact of the tool We can support you! But we don’t see a problem.
  • 25. MITIGATE ADOPTION RISK: DEMONSTRATE PRODUCT VALUE USING DATA Purchasing Authority Beneficiaries See the value of the tool Need to understand the impact of the tool Survey & collect user data to quantify impact of tool We have a problem! And we know how to solve it. We can support you! But we don’t see a problem.
  • 26. MITIGATE ADOPTION RISK: DEMONSTRATE PRODUCT VALUE USING DATA “This tool will assist every level of Vehicle Management to make better and more timely decisions. It will help us budget our time and resources in a more efficient way.” - FM&A Section Lead
  • 27. WE THINK THERE IS A COMMERCIAL MARKE Stanford University City of Austin City of San Francisco City of Dallas “A lot of analysis I do is pieced together by pulling data and working in tools like Excel and Access that people tend to look down on.” - Municipal Fleet Manager Consistent Pain Points across military & commercial use cases: ● Mandated to use enterprise-wide asset management system not designed for fleet management ● Platform doesn’t provide analytics insights ● Requires time-consuming manual analysis
  • 28. ATTRACTIVE OPPORTUNITIES IN THE FLEET MANAGEMENT MARKET $19.9 Billion $34 Billion ANNUAL GROWTH RATE 11.3% 2020 2025 ● Globally, fleet management market projected to reach $34.0B by 2025, for a compound annual growth rate (CAGR) of 11.3% ● Growth attributed in part due to rise in the adoption of cloud-based solutions ● Need for operational efficiency by fleet owners is also driving the fleet management market Source: https://www.marketsandmarkets.com/Market-Reports/fleet-management-systems-market-1020.html
  • 29. ✔ 4th Logistics Readiness Squadron (LRS) (our sponsors) to iterate on product market fit, especially during prototyping ✔ Other LRSs, VSCOS, VCOs to understand metrics and dashboards they care about ✔ Platform One for Air Force- wide deployment ✔ Tesseract for strategic partnership (accelerator) ✔ Software Engineering ❏ Consolidate data into one centralized database ❏ Automate prioritization process ❏ Data visualization and analyses ✔ Design ❏ Easy-to-use customer facing tool ❏ Flexible customization and adaptability for new vehicles and other bases ❏ Secure access control ✔ Modular web platform: to upload, visualize and generate reports on fleet data ✔ Secure local hosting server: to keep fleet data secure ✔ Secondary computer to connect to DPAS (connect via hotspot) ✔ Security clearance & IT accreditation and approval: to gain access to DoD platforms ✔ Offer web-based visualization tools that consolidates data from DPAS to assess status of the fleet (dashboards, graphs, summaries, reports) (1, 2) ✔ Increase Mission Capability Rates (MCR) for each vehicle category, ensuring that vehicle downtime doesn’t impact flying missions (1, 2, 3) ✔ Prioritize maintenance tasks to minimize vehicle downtime (1, 2, 3, 4) ✔ Predictive Scheduled Maintenance calendar to estimate when vehicles will need regular service or be below MEL, predicted inspection intervals and mileage (1, 2, 3) ✔ Supply Chain Integration to minimize parts ETA, cost, and sourcing time (1, 2, 3, 4) ✔ Real-time feedback/status platform to report issues (1, 2, 4) ✔ 4th LRS sponsor support to fully understand current infrastructure and pain-points ✔ IT support to get authentication rights to real-time access vehicle fleet and vehicle readiness statuses Customer Segmentation 1. Primary: Fleet Management & Analysis (FM&A) 1. Secondary: Vehicle Maintenance Flight HQ (Commander) 1. Tertiary: Squadron HQs (Commander) 1. And beyond: Maintenance Shops, VCOs, and end user customers (units on base) 1. Dual-Use: Oracle eAM users (Universities and Municipal Fleet Management) ✔ Platform development: software development costs and maintenance of technology offering ✔ Platform deployment: $35k -$150K to deploy AF-Wide with Platform One + maintenance costs ✔ Variable Cost: travel to Seymour Johnson Air Force Base, Travis AFB ✔ Timeline to deploy: tangible MVP by end of Week 6 in order to have sufficient time to iron out bugs, iterate new versions, and ensure CSAT ✔ Funding opportunities: SBIR, STTR, AFWERX, OTA, discretionary funding (spark cells), UFR ✔ Better functionality of data sources: consolidate all necessary data from current sources (excel, DPAS) to better assess and maintain MEL levels of different vehicle types and eliminate the need for various homegrown products ✔ Predictive than reactive scheduling: based on historical maintenance data, predict future maintenance schedule and optimize with ongoing operations ✔ Increased Visibility: through automated dashboards, data analytics, summaries, and reports ✔ Increase Efficiency: automate work order management by ETIC and mission-critical levels Air Force vehicle maintenance tracking Team Fleetwise 05/31/21 10 MISSION MODEL CANVAS - WEEK 10 (FINAL) ✔ Long Term plans ✔ Initial product deployed Seymour Johnson AFB ✔ Scale to other bases with different protocols and requirements ✔ Stand-alone machine read spreadsheets from DPAS, implement Local Solution
  • 30. ● Don’t jump to solutions ● Hustle for interviews ● Map out the entire workflow ● Be diplomatic in communication Great learning experience that we will use for the rest of our lives On repeat week after week TAKEAWAYS FROM H4D & LEAN LAUNCHPAD METHODOLOGY
  • 31. HELP US BUILD FLEETWISE
  • 32. MSgt McCarthy, 4th LRS - Problem sponsor Eric Shrader - Business mentor Col. Denny Davies - Defense mentor Nick Mirda - Team TA H4D teaching team ...and everyone interviewed SPECIAL THANK YOU TO ...

Notas do Editor

  1. Performance -- productivity, efficiency, resilience Downtime -- explain this. Maintenance -- past history, current maintenance status, scheduling to create smoothest management with smallest opportunity cost. The Air Force’s 4th Logistics Readiness Squadron (LRS) is tasked with managing and maintaining 400+ ground vehicles at Seymour Johnson Air Force Base, which are loaned out to 17 units on base
  2. Validate working hypo
  3. Validate working hypo
  4. Validate working hypo
  5. Customer discovery - stakeholder analysis We have idea of what problem is - market analysis
  6. Time-consuming, prone to human-error, reliant on “excel expert” “in voice over call LRS Logistics Readiness Squadron” - Jeff D. We found this group was the FM&A controllers who are at the helm of combing through the spreadsheets to develop insights for their superiors. We saw that LRS commanders didn’t have a way to quickly view real-time data insights without FM&A officers spending hours creating slideshows. This also means that information flowing up to commanders is dated.
  7. Responsible for overseeing and planning maintenance ops Interacts with many different stakeholders: Mechanic Shops, VCOs, Flight HQ, and Squadron HQ FM&A is responsible for providing daily, weekly, and monthly status reports on maintenance progress and overall fleet readiness Readiness metrics are a critical component of determining a unit’s ability to deploy Key insight: original beneficiary is FM&A, but realise that other stakeholders care about this too Stakeholder vs customer What’s in it for you (LRS customers) Color coding Due outs: What is the reporting requirements from LRS to VSCOS? (Risk, expense, cost savings) Real-time vs quarterly insight? SCOG/W: Supply Chains Operation Group / Wing
  8. Key insight: original beneficiary is FM&A, but realise that other stakeholders care about this too Stakeholder vs customer What’s in it for you (LRS customers) Color coding Due outs: What is the reporting requirements from LRS to VSCOS? (Risk, expense, cost savings) Real-time vs quarterly insight? SCOG/W: Supply Chains Operation Group / Wing
  9. After dozens of interviews with beneficiaries, we felt our understanding was in a place where we could talk about what a solution looked like. Coming out of week 4, our MVP was a dashboard that does the same analyses as their spreadsheets, but saves airmen time by automating the process. With this solution in mind, we sought to do two things. Discover concurrent efforts to tackle this problem and evaluate the benefits of such a tool.
  10. Our efforts to find existing similar projects led us to Leidos, the developer of DPAS. Since it is the accountability system for the entire DoD, we learned it isn’t a priority for Leidos to add complexity because it will benefit a fraction of a percent of the system’s overall users.
  11. Next, we spoke to Kesselrun, which is one of the Air Force’s in-house software factories. We found that while they’re looking into aircraft maintenance problems, this problem isn’t currently in their portfolio.
  12. Finally, Tesseract pointed us to the Air Force Research Laboratory who are developing an application to help units perform routine inspections. While there are parallels between our respective projects, their product is not aimed at Logistics Readiness Squadrons. Overall, we didn’t find any ongoing efforts to do what we propose.
  13. To evaluate our second hypothesis, we created mockups of what a possible solution and iterated this design through over 30 interviews. During this process, we realized that we can go beyond the spreadsheets LRSs currently use and give them insights they don’t have.
  14. During this iterative design process, we had a watershed moment. While the industry standard is 75% scheduled maintenance, LRSs are averaging 30%. Reactive maintenance is disruptive, and it means longer downtimes since parts are not ordered ahead of time. We found that this skewed ratio is in part due to a lack of scheduling tools. In light of this discovery, we added a predictive scheduler to our MVP. This is a pivot: our MVP went from a simple dashboard tool to a business intelligence tool with greater offerings.
  15. With more feedback, especially from the higher levels within the squadrons, we validated this addition.
  16. Showing end-users our solution mockups and iterating on these enabled us to refine our value propositions. By week 7 we felt we knew what our beneficiaries wanted and had firm ideas on tools that could address their pain points. During interviews, we focused on why they wanted features so we could link value props with mission achievement factors.
  17. Time-consuming, prone to human-error, reliant on “excel expert”
  18. Delighted to have got a working prototype into our sponsors’ hands in merely 9 weeks
  19. Next steps: Drive end user adoption + compelling metrics to convince purchasing authority
  20. Because of the overwhelming support we’ve heard from many LRSs into this tool, we plan to incorporate and pursue deployment to other bases