impact re-envisioned: how technology helps … · loan amounts on kiva.org total number of print...
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IMPACT RE-ENVISIONED:
HOW TECHNOLOGY HELPS NONPROFITS ACHIEVE GREATER IMPACT
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1 / BDO / Strategically Focused, Remarkably Responsive
Technology
Helping Achieve Greater Impact
Business Intelligence
Automation Advanced Tech
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BUSINESS INTELLIGENCE
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3 / BDO / Strategically Focused, Remarkably Responsive
Investigation
CFO Start Date
CFO Termination Date
6,000 Vendors Limited by:• Location of interest• Vendor spend over $50,000
160 Vendors to Review
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4 / BDO / Strategically Focused, Remarkably Responsive
Investigation
CFO Start Date
CFO Termination Date
Limited by:• Specific user time of
employment• Round dollar amounts• 11 Vendors to Review
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5 / BDO / Strategically Focused, Remarkably Responsive
Investigation
$350,000 Fraud 2010-2015
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6 / BDO / Strategically Focused, Remarkably Responsive
Investigation
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7 / BDO / Strategically Focused, Remarkably Responsive
Vendor geographic region
Quality Health - $38K St. Pete’s Hospital - $29K
AutoMak Body Repair - $40K Gen Chiropractor - $12K
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8 / BDO / Strategically Focused, Remarkably Responsive
Most common iPhone passcodes
People wounded by terrorism (1970-2013)
People killed by terrorism (1970-2013)
Distance of starts from Earth in light years
Loan amounts on kiva.org
Total number of print materials in US libraries
Population of Spanish cities
File sizes in the Linux 2.6.39.2 source tree
Population of Mexico’s Counties (Municipios)
Stack Overflow User Reputation
Line count of the Rails 3.0.9 core source code
UK government spending May-Sept 2010
2011 Russian Parliamentary Elections Results: Votes for United Russia
Population of Turkish boroughs
Google books unique 1-grams
2007 population per district in Peru. Source: INEI
First 652066 Fibonacci Numbers
Benford’s Law
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9 / BDO / Strategically Focused, Remarkably Responsive
Benford’s Law
Good
Bad
Payments begin with $40*($400, $4,000, $40,000)
$500K of payments areto Heavy Equipment
Training Company
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10 / BDO / Strategically Focused, Remarkably Responsive
D.C job training funds went to firms in legal trouble
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11 / BDO / Strategically Focused, Remarkably Responsive
Expenses analysis
AIRFARE
HOTEL
RENTAL CAR
FUEL
TRIP
MISC
UNKNOWN
AIRPORTWhy are there
airfare expenses with no airport
expenses? Meals?
Why so many gas reimbursements?
What is Misc for $1,500?
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12 / BDO / Strategically Focused, Remarkably Responsive
Automation: AppZen
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13 / BDO / Strategically Focused, Remarkably Responsive
Base analytics
Employee Vendor/employee similar name, address,
phone or tax ID Payroll trend analysis by function Duplicate employees Employees without payroll deductions Employees with a PO box address
Invoice Invoices created on weekends, holidays, or in
off hours Round dollar invoices Keyword analysis on description Zero amount invoices System created invoices Invoices from vendors not in vendor master Invoices with no description
Vendor One time vendors Blocked/deleted/do not use vendors Vendors without an address Vendors with similar names or addresses Vendors with non-standard payment terms Inactive vendors with activity in last year Keywords analysis of vendor name Duplicate vendor IDs
Disbursement Payments created on weekends, holidays, or in
off hours Round dollar payments Duplicate payments (same amount, payee, date) Keyword analysis on payment description Benford’s Law on payment amounts Payments just below approval limit Summary of payments by users Payments to vendors not in vendor master
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14 / BDO / Strategically Focused, Remarkably Responsive
Internet of things
The inter-networking of physical devices, vehicles, buildings, and other items embedded with electronics, software, sensors, actuators, and network connectivity which enable these objects to collect and exchange data.
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15 / BDO / Strategically Focused, Remarkably Responsive
University clientRevenue testing (tuition/financial aid, meals, housing, etc)
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16 / BDO / Strategically Focused, Remarkably Responsive
Predictive analytics
Beyond forecasting…predicting the future
Mission-specific goals
Operational performance
Cost forecasting
Community and government outreach
Donation probability
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17 / BDO / Strategically Focused, Remarkably Responsive
Machine Learning: Wildfires
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18 / BDO / Strategically Focused, Remarkably Responsive
How does/could your nonprofit utilize predictive analytics to
achieve greater success?
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AUTOMATION
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20 / BDO / Strategically Focused, Remarkably Responsive
Robotic process automation
More time can be spent consuming &
analyzing data
Increased employee satisfaction &
retention
Maintain data &document security
Improve quality ofwork product
Increaseprofits through
data efficiencies
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21 / BDO / Strategically Focused, Remarkably Responsive
Typical process
Transformation Process
Transformation Process SYSTEM
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22 / BDO / Strategically Focused, Remarkably Responsive
Multi-location data extraction bot
John SmithFinancial Reporting Developer
Each morning I begin by collecting the
franchisees’ sales data…
Now I can analyze the data and email to the
other departments
Original process: 5-10 min/store
New process: Runs overnight = NO MANUAL EFFORT
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23 / BDO / Strategically Focused, Remarkably Responsive
Address cleansing bot
Sales data is obtained from multiple systems/clients/formats
City/State/Zip Code combinations are often incorrect or misspelled
The cleaned file with corrected address combination is exported for
review and processing
Software robot reviews the address combination and updates the
misspelling automatically
Chicago Hieghts, IL 60411should be
Chicago Heights, IL 60411
Original process: 3-5 hours
New process: 5 minutes
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24 / BDO / Strategically Focused, Remarkably Responsive
Contact review
BULK FILE LOCATION
UPLOAD PORTAL
CONVERT ANALYZE REPORT
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25 / BDO / Strategically Focused, Remarkably Responsive
Project-bases phases
PHASE IProject Initiation
PHASE IISystems Design
PHASE IIIDevelopment
PHASE IVImplementation
PHASE VFollow-up
Information gathering• Evaluate present
system through interviews and brainstorming sessions.
• Document process and data flow.
• Identify and document problem areas and concerns.
• Create project summary memo.
• Prepare ROI support.
Design overview document noting summary level understanding and process flow of proposed solution.
Create specs/ requirements document considering the following:• Proof of Concept (POC)• Technology• Resources• Testing• Deployment
Create database to host all data needed for the solution.
Create data source connections.
Identify audit/ transaction logs that can be generated.
Obtain any libraries and/or components needed for the solution.
Create code. Test/debug code in
sandbox environment. Confirm deliverable/
results are accurate. Create notifications to
ensure bot runs as expected.
Consider need for additional monitoring.
Ensure formatting/ documentation of code is appropriate.
Set up meeting with client IT team to discuss deployment.
Deploy in test environment.
Test implementation. Reconfigure/retest. Review security/
privacy/access. Deploy in production
environment. Create training
documentation. Conduct training
sessions with users.
Summarize ROI achieved. Post-implementation meeting
and assessment. Identify additional areas for
RPA based on initial successes.
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26 / BDO / Strategically Focused, Remarkably Responsive
What are the perceived challenges for automation adoption? How could they
be overcome?
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ADVANCED TECH
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28 / BDO / Strategically Focused, Remarkably Responsive
Artificial intelligence
Learned to bluff
“It’s not about the money, it’s about preserving human dignity,
and it’s not going well.”
https://www.theverge.com/2017/1/25/14358246/ai-poker-tournament-cmu-libratus-vs-human-losing
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29 / BDO / Strategically Focused, Remarkably Responsive
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30 / BDO / Strategically Focused, Remarkably Responsive
MindBridge Ai Auditor
Domain Expertise
Business Rules
Statistical Methods
MachineLearning
Cross Correlation
Standard testsAdvanced testsCompleteness
checks
Benford’s law,
regression, 3 digit
testing…
Humint ScoringOutlier
detectionReinforced
Learning
External data source
Sanction ListsNegative
Databases
MindBridge‘sAi Auditor
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31 / BDO / Strategically Focused, Remarkably Responsive
Anomaly detection
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32 / BDO / Strategically Focused, Remarkably Responsive
Digital Transformation: Goodwill
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33 / BDO / Strategically Focused, Remarkably Responsive
Anomaly detection
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34 / BDO / Strategically Focused, Remarkably Responsive
Computer Vision
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35 / BDO / Strategically Focused, Remarkably Responsive
AI in healthcare
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36 / BDO / Strategically Focused, Remarkably Responsive
Extended reality in construction
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37 / BDO / Strategically Focused, Remarkably Responsive
What’s next
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38 / BDO / Strategically Focused, Remarkably Responsive
Change the world
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THANK YOU
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40 / BDO / Strategically Focused, Remarkably Responsive
Ankur LaroiaBDO Digital, Managing Director
EXPERIENCEAnkur is an expert in the disciplines of business transformation and information technology strategy with over 20 years of experience. As an active, hands-on technology executive, Ankur has served as President of the Integration Consortium and co-chair of many industry advisory boards and panels. He chaired four panels with industry leadership such as the former CIO of the White House as well as the CTO of the GSA (General Services Administration), and the CIO of Bombardier discussing the impacts of Digital Transformation and Machine Learning.
Ankur has been quoted in more than a dozen publications and authored numerous white papers and editorials, which appeared in outlets such as Security Today, Information Management and Adweek. Earlier in his career, his formative works in technology architecture and integration have been referenced by graduate students in their dissertations at top-tier universities such as MIT, Carnegie Mellon and Stanford. He has also been cited in peer reviewed journals such as the Journal of Theoretical and Applied Electronic Commerce Research.
PROFESSIONAL AFFILIATIONS
Association of Records Managers and Administrators - MemberAmazon Web Services - CCPStation Houston – Mentor in residenceHarmony Public Schools – STEAM AdvisorTEALS (Technology Education & Literacy in Schools) – Volunteer and Instructor
EDUCATION
M.S., Economic Development & Entrepreneurship, University of Houston – VictoriaB.S., Technology & Industrial Supervision, University of Houston
Email: [email protected]: 713-548-0710Mobile: 713-898-0439
Tel: 713-960-1706Fax: 713-960-9549www.bdo.com
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BDO is the brand name for BDO USA, LLP, a U.S. professional services firm providing assurance, tax, and advisory services to a wide range of publicly traded and privately held companies. For more than 100 years, BDO has provided quality service through the active involvement of experienced and committed professionals. The firm serves clients through more than 60 offices and over 650 independent alliance firm locations nationwide. As an independent Member Firm of BDO International Limited, BDO serves multi-national clients through a global network of more than 80,000 people working out of nearly 1,600 offices across 162 countries and territories.
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