Using Analytics to Generate Revenue and Improve Decision...

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Using Analytics to Generate Revenue and Improve Decision Making CSMFO Annual Conference March 2016

Transcript of Using Analytics to Generate Revenue and Improve Decision...

Page 1: Using Analytics to Generate Revenue and Improve Decision ...s3.amazonaws.com/.../2016/03/Using-Analytics-Hickey-Erdkamp-Har… · San Francisco, CA San Francisco’s District 3 introduced

Using Analytics to Generate Revenue and Improve Decision MakingCSMFO Annual ConferenceMarch 2016

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What is analytics? 2

The discovery and communication of meaningful

patterns in data.

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Where are we headed today? 3

Agenda

Past, Present & Predictive Analytics

Tales of Success

Community Engagement & Transparency

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But first… 4

Some Cautions

Confirm rights to see, use or share data

Confirm rights to use or share images

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And remember… 5

Encouragement

Have fun with it!

Find something new every day!

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Process Flow 6

Recommend multi-disciplinary team

Look for Patterns

• Share

• Act

Select Analytical Platform

• Excel

• Platform

Identify Data Sources

• Internal

• External

Find Knowledge

Base

• Internal

• External

Evaluate Organization

• Objectives

• Resources

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Process Flow 7

A great opportunity for staff development

Look for Patterns

• Share

• Act

Select Analytical Platform

• Excel

• Platform

Identify Data Sources

• Internal

• External

Find Knowledge

Base

• Internal

• External

Evaluate Organization

• Objectives

• Resources

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Process Flow 8

Tax revenues, website, demographics, etc.

Look for Patterns

• Share

• Act

Select Analytical Platform

• Excel

• Platform

Identify Data Sources

• Internal

• External

Find Knowledge

Base

• Internal

• External

Evaluate Organization

• Objectives

• Resources

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Process Flow 9

Look for Patterns

• Share

• Act

Select Analytical Platform

• Excel

• Platform

Identify Data Sources

• Internal

• External

Find Knowledge

Base

• Internal

• External

Evaluate Organization

• Objectives

• Resources

Excel for starters or data visualization platform for sophistication

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Process Flow 10

Look for Patterns

• Share

• Act

Select Analytical Platform

• Excel

• Platform

Identify Data Sources

• Internal

• External

Find Knowledge

Base

• Internal

• External

Evaluate Organization

• Objectives

• Resources

Share what you learn. Act with confidence.

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Platform Benefits 11

Excel

Statistical Functions

Charting

Scenarios

Process Control Charts

Capture & Leakage Analysis

Data Visualization Platform

Interactivity & Visualizations

Big Data Integration

Cluster & Factor Analysis

Mapping

Predictive Analytics

Leads to better economic development plans and reduces expenditure waste

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Excel Examples: Process Control Chart 12

Q3 Q4 Q1 Q2 Q3 Q4 Q1 Q2 Q3 Q4 Q1 Q2 Q3 Q4 Q1 Q2 Q3 Q4 Q1 Q2 Q3 Q4 Q1 Q2 Q3 Q4 Q1

Data

Lower

Upper

Average

Recognizing changes and fundamental shifts

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Excel Examples: Capture & Leakage Analysis 13

Actual Potential Capture / (Leakage) Rate

Transportation $2,139,985 $1,328,393 $811,592 161%

Auto Parts/Repair $341,543 $139,045 $202,498 246%

Auto Supply Stores $205,123 $57,266 $147,857 358%

Vehicle Repair $134,127 $62,631 $71,496 214%

Vehicle Parts Mfg $2,293 $19,148 ($16,855) 12%

Auto Sales - New $746,216 $668,677 $77,539 112%

Auto Sales - Used $62,219 $52,906 $9,313 118%

Service Stations $355,674 $416,226 ($60,552) 85%

Misc. Vehicle Sales $634,333 $51,539 $582,795 1231%

Trailer & Supply $592,975 $14,562 $578,413 4072%

Boat/Motorcycle $41,358 $18,220 $23,138 227%

Aircraft & Supply $0 $2,723 ($2,723) 0%

Transportation Eqp $0 $16,033 ($16,033) 0%

Combining the right internal and external databases to identify economic needs.

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Excel Examples: Capture & Leakage Analysis 14

Building community profiles to match against expanding business list

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Data Visualization: Factor Analysis 15

Visualize multi-variable relationships among datasets to recognize patterns and to make policy decisions.

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Predictive Analytics 16

Champion-Challenger Model

Simple Naive

Seasonal Naive

Exponential Smooth

ARIMA

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Predictive Analytics: Putting it together 17

Layers

By Category

By Segment

By Type

In Total

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So, what? 18

Data AnalyticsRevenue Action Plan

Using data to recognize opportunities to Attract, Retain and Expand revenues.

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City of Santa Fe Springs 19

Approximately nine square miles, the City of Santa Fe Springs is located at the intersection of I-5 and I-605 in southeast Los Angeles County.

Santa Fe Springs

Whittier

Norwalk

Downey

Pico Rivera

La Mirada

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City of Santa Fe Springs 20

$23.7$21.1

$20.3

$21.2

$22.3

$25.6

$26.4

$25.7

$23.7 $19.2

$20.3

$22.9

$23.7

$26.1

$26.4

$0

$10

$20

$30

'01 '02 '03 '04 '05 '06 '07 '08 '09 '10 '11 '12 '13 '14 '15

Mill

ions o

f D

olla

rs

Fiscal Year ending June 30th

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City of Santa Fe Springs 21

Sales Tax

Nearly Half of General Fund Revenues

Volatility

Demographics

Trends and Lags

Effect of Redevelopment Dissolution

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City of Santa Fe Springs 22

Impact

Land Use/Zoning

Business & Resident Outreach

The Chamber & LAEDC

Policies & Negotiations

Revenue Diversification

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Public Engagement 23

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Public Engagement Defined 24

Decide

Discuss

Ask

Tell

Collaborative Decision-MakingFormal Group Given AuthorityGenerates Clear Next Steps

Interactive Focus Groups or ForumsSmaller Groups (Fishbowl, World Café)Two-Way Exchange

Soliciting Public FeedbackSurveys (in-person or online)Public Officials Silent/One-Way

InformingFormatted for Public ConsumptionLimited Influence/One-Way

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Transparency• Mitigate cynicism

• Meet Requirements

Innovation• New Ideas

• Prioritization

Stewardship

• Improved Performance

• Civic Capital

Why Public Engagement? 25

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“Cities around the country have been employing various methods to increase transparency in their day-to-day practices for years now. From

broad engines of information like city websites to more focused tools that display a city’s expenditures….”, - National League of Cities and the Public Technology Institute

Public Engagement Implemented 26

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“The rapid emergence of the ‘participative web’ is reflected in the exponential proliferation of wikis, blogs….The tools and practices of the participative web can help improve policy making and

service delivery by enriching government interactions with external stakeholders and enhancing internal knowledge management.” - Organization of Economic Cooperation and Development,

Studies on Public Engagement

Public Engagement – Ask/Discuss 27

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Participatory Based Budgeting 28

City ExampleVallejo, CA Established the first citywide PB in the U.S., through a City Council

Resolution. Through PB, the community decides how to spend $2.4 million of revenue from the city’s Measure B Sales Tax. Vallejo residents propose spending ideas, develop project proposals, and vote on which to fund, then the list of winning projects is submitted to City Council for approval.

Boston, MA The first youth PB initiative in the U.S., was launched in January 2014 as an initiative of the Mayor’s office. The process lets the city’s youth ages 12-25 decide how to spend $1 million of the capital budget.

San Francisco, CA San Francisco’s District 3 introduced a pilot PB program in 2013, empowering residents to directly decide how to spend $100,000 of discretionary funding for capital projects, programs and activities. The pilot program has since expanded to three districts.