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Telling Our Story

THE

SOMEWHAT PAINFUL,

PROBABLY NEVER-ENDING

SEARCH FOR CLOUD METRICS

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Cloud Services (September 2019)

Enterprise Agreement

Business Associate Agreement (BAA) / HIPPA

Enterprise IAM Integration

Broker L1/L2 (Low/Moderate) Environments

Broker L3 (High) Enclaves

Shared Infrastructure ATO

Enterprise Log Aggregation (Splunk)

Billing and Financial Processes

Direct Network Peering

Operations Center Monitoring, Service Desk and Support

Engagement / Onboarding into Cloud

Complete / Active Incomplete / Issues Not Started / Unavailable

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Cloud Services (September 2020)

Enterprise Agreement

Business Associate Agreement (BAA) / HIPPA

Enterprise IAM Integration

Broker L1/L2 (Low/Moderate) Environments

Broker L3 (High) Enclaves

Shared Infrastructure ATO

Enterprise Log Aggregation (Splunk)

Billing and Financial Processes

Direct Network Peering

Operations Center Monitoring, Service Desk and Support

Engagement / Onboarding into Cloud

Complete / Active Incomplete / Issues Not Started / Unavailable

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Cloud Services (November 2020)

Enterprise Agreement

Business Associate Agreement (BAA) / HIPPA

Enterprise IAM Integration

Broker L1/L2 (Low/Moderate) Environments

Broker L3 (High) Enclaves

Shared Infrastructure ATO

Enterprise Log Aggregation (Splunk)

Billing and Financial Processes

Direct Network Peering

Operations Center Monitoring, Service Desk and Support

Engagement / Onboarding into Cloud

Complete / Active Incomplete / Issues Not Started / Unavailable

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Cloud Services (April 2021)

Enterprise Agreement

Business Associate Agreement (BAA) / HIPPA

Enterprise IAM Integration

Broker L1/L2 (Low/Moderate) Environments

Broker L3 (High) Enclaves

Shared Infrastructure ATO

Enterprise Log Aggregation (Splunk)

Billing and Financial Processes

Direct Network Peering

Operations Center Monitoring, Service Desk and Support

Engagement / Onboarding into Cloud

Complete / Active Incomplete / Issues Not Started / Unavailable

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Cloud Services (December 2021)

Enterprise Agreement

Business Associate Agreement (BAA) / HIPPA

Enterprise IAM Integration

Broker L1/L2 (Low/Moderate) Environments

Broker L3 (High) Enclaves

Shared Infrastructure ATO

Enterprise Log Aggregation (Splunk)

Billing and Financial Processes

Direct Network Peering

Operations Center Monitoring, Service Desk and Support

Engagement / Onboarding into Cloud

Complete / Active Incomplete / Issues Not Started / Unavailable

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Cloud Services (September 2022)

Enterprise Agreement

Business Associate Agreement (BAA) / HIPPA

Enterprise IAM Integration

Broker L1/L2 (Low/Moderate) Environments

Broker L3 (High) Enclaves

Shared Infrastructure ATO

Enterprise Log Aggregation (Splunk)

Billing and Financial Processes

Direct Network Peering

Operations Center Monitoring, Service Desk and Support

Engagement / Onboarding into Cloud

Complete / Active Incomplete / Issues Not Started / Unavailable

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Avg. Spend Per

  • Average Spend Per User
  • Average Spend Per Account

Business Area

  • Spend Per Business Area
  • Business Area Engagements

Cloud Services

  • Our Cost Per Account
  • Our Cost Per User
  • Sandbox Trends

Transit

  • Number of Connections
  • Cost Per Transit Connection
  • Component Failure and Downtime

Consumption

  • Overall Spend
  • Per Provider Spend
  • Org/Enrollment Spend

Top Services

  • Top Services Per Provider
  • Trends
  • Consumed Services
  • Avg. Cost Per Service

Kion

  • Savings Opportunities
  • Total Users
  • Total Projects

Community

  • Listserv Users
  • Talent Shares
  • Unique Users Per Provider
  • Total Unique Users

Metrics Collection

ServiceNow

  • Average Spend Per User
  • Incidents Per Month
  • Requests Per Month
  • Changes Per Month
  • Breached SLAs Per Month
  • Avg. Elapsed Time Per Ticket

Savings

  • Provider Credits/Sponsorships
  • Cloud Services Savings

Splunk

  • Overall Events Logged
  • Events Logged Per Provider

I2 Net+

  • Current Rank Per Program
  • Spend Per Program

Avg. Spend Per

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Avg. Spend Per

  • Average Spend Per User
  • Average Spend Per Account

Business Area

  • Spend Per Business Area
  • Business Area Engagements

Cloud Services

  • Our Cost Per Account
  • Our Cost Per User
  • Sandbox Trends

Transit

  • Number of Connections
  • Cost Per Transit Connection
  • Component Failure and Downtime

Consumption

  • Overall Spend
  • Per Provider Spend
  • Org/Enrollment Spend

Top Services

  • Top Services Per Provider
  • Trends
  • Consumed Services
  • Avg. Cost Per Service

Kion

  • Savings Opportunities
  • Total Users
  • Total Projects

Community

  • Listserv Users
  • Talent Shares
  • Unique Users Per Provider
  • Total Unique Users

Metrics Collection

ServiceNow

  • Average Spend Per User
  • Incidents Per Month
  • Requests Per Month
  • Changes Per Month
  • Breached SLAs Per Month
  • Avg. Elapsed Time Per Ticket

Savings

  • Provider Credits/Sponsorships
  • Cloud Services Savings

Splunk

  • Overall Events Logged
  • Events Logged Per Provider

I2 Net+

  • Current Rank Per Program
  • Spend Per Program

Business Area

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Avg. Spend Per

  • Average Spend Per User
  • Average Spend Per Account

Business Area

  • Spend Per Business Area
  • Business Area Engagements

Cloud Services

  • Our Cost Per Account
  • Our Cost Per User
  • Sandbox Trends

Transit

  • Number of Connections
  • Cost Per Transit Connection
  • Component Failure and Downtime

Consumption

  • Overall Spend
  • Per Provider Spend
  • Org/Enrollment Spend

Top Services

  • Top Services Per Provider
  • Trends
  • Consumed Services
  • Avg. Cost Per Service

Kion

  • Savings Opportunities
  • Total Users
  • Total Projects

Community

  • Listserv Users
  • Talent Shares
  • Unique Users Per Provider
  • Total Unique Users

Metrics Collection

ServiceNow

  • Average Spend Per User
  • Incidents Per Month
  • Requests Per Month
  • Changes Per Month
  • Breached SLAs Per Month
  • Avg. Elapsed Time Per Ticket

Savings

  • Provider Credits/Sponsorships
  • Cloud Services Savings

Splunk

  • Overall Events Logged
  • Events Logged Per Provider

I2 Net+

  • Current Rank Per Program
  • Spend Per Program

Cloud Services

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Avg. Spend Per

  • Average Spend Per User
  • Average Spend Per Account

Business Area

  • Spend Per Business Area
  • Business Area Engagements

Cloud Services

  • Our Cost Per Account
  • Our Cost Per User
  • Sandbox Trends

Transit

  • Number of Connections
  • Cost Per Transit Connection
  • Component Failure and Downtime

Consumption

  • Overall Spend
  • Per Provider Spend
  • Org/Enrollment Spend

Top Services

  • Top Services Per Provider
  • Trends
  • Consumed Services
  • Avg. Cost Per Service

Kion

  • Savings Opportunities
  • Total Users
  • Total Projects

Community

  • Listserv Users
  • Talent Shares
  • Unique Users Per Provider
  • Total Unique Users

Metrics Collection

ServiceNow

  • Average Spend Per User
  • Incidents Per Month
  • Requests Per Month
  • Changes Per Month
  • Breached SLAs Per Month
  • Avg. Elapsed Time Per Ticket

Savings

  • Provider Credits/Sponsorships
  • Cloud Services Savings

Splunk

  • Overall Events Logged
  • Events Logged Per Provider

I2 Net+

  • Current Rank Per Program
  • Spend Per Program

Transit

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Avg. Spend Per

  • Average Spend Per User
  • Average Spend Per Account

Business Area

  • Spend Per Business Area
  • Business Area Engagements

Cloud Services

  • Our Cost Per Account
  • Our Cost Per User
  • Sandbox Trends

Transit

  • Number of Connections
  • Cost Per Transit Connection
  • Component Failure and Downtime

Consumption

  • Overall Spend
  • Per Provider Spend
  • Org/Enrollment Spend

Top Services

  • Top Services Per Provider
  • Trends
  • Consumed Services
  • Avg. Cost Per Service

Kion

  • Savings Opportunities
  • Total Users
  • Total Projects

Community

  • Listserv Users
  • Talent Shares
  • Unique Users Per Provider
  • Total Unique Users

Metrics Collection

ServiceNow

  • Average Spend Per User
  • Incidents Per Month
  • Requests Per Month
  • Changes Per Month
  • Breached SLAs Per Month
  • Avg. Elapsed Time Per Ticket

Savings

  • Provider Credits/Sponsorships
  • Cloud Services Savings

Splunk

  • Overall Events Logged
  • Events Logged Per Provider

I2 Net+

  • Current Rank Per Program
  • Spend Per Program

Consumption

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Avg. Spend Per

  • Average Spend Per User
  • Average Spend Per Account

Business Area

  • Spend Per Business Area
  • Business Area Engagements

Cloud Services

  • Our Cost Per Account
  • Our Cost Per User
  • Sandbox Trends

Transit

  • Number of Connections
  • Cost Per Transit Connection
  • Component Failure and Downtime

Consumption

  • Overall Spend
  • Per Provider Spend
  • Org/Enrollment Spend

Top Services

  • Top Services Per Provider
  • Trends
  • Consumed Services
  • Avg. Cost Per Service

Kion

  • Savings Opportunities
  • Total Users
  • Total Projects

Community

  • Listserv Users
  • Talent Shares
  • Unique Users Per Provider
  • Total Unique Users

Metrics Collection

ServiceNow

  • Average Spend Per User
  • Incidents Per Month
  • Requests Per Month
  • Changes Per Month
  • Breached SLAs Per Month
  • Avg. Elapsed Time Per Ticket

Savings

  • Provider Credits/Sponsorships
  • Cloud Services Savings

Splunk

  • Overall Events Logged
  • Events Logged Per Provider

I2 Net+

  • Current Rank Per Program
  • Spend Per Program

Top Services

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Avg. Spend Per

  • Average Spend Per User
  • Average Spend Per Account

Business Area

  • Spend Per Business Area
  • Business Area Engagements

Cloud Services

  • Our Cost Per Account
  • Our Cost Per User
  • Sandbox Trends

Transit

  • Number of Connections
  • Cost Per Transit Connection
  • Component Failure and Downtime

Consumption

  • Overall Spend
  • Per Provider Spend
  • Org/Enrollment Spend

Top Services

  • Top Services Per Provider
  • Trends
  • Consumed Services
  • Avg. Cost Per Service

Kion

  • Savings Opportunities
  • Total Users
  • Total Projects

Community

  • Listserv Users
  • Talent Shares
  • Unique Users Per Provider
  • Total Unique Users

Metrics Collection

ServiceNow

  • Average Spend Per User
  • Incidents Per Month
  • Requests Per Month
  • Changes Per Month
  • Breached SLAs Per Month
  • Avg. Elapsed Time Per Ticket

Savings

  • Provider Credits/Sponsorships
  • Cloud Services Savings

Splunk

  • Overall Events Logged
  • Events Logged Per Provider

I2 Net+

  • Current Rank Per Program
  • Spend Per Program

ServiceNow

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Avg. Spend Per

  • Average Spend Per User
  • Average Spend Per Account

Business Area

  • Spend Per Business Area
  • Business Area Engagements

Cloud Services

  • Our Cost Per Account
  • Our Cost Per User
  • Sandbox Trends

Transit

  • Number of Connections
  • Cost Per Transit Connection
  • Component Failure and Downtime

Consumption

  • Overall Spend
  • Per Provider Spend
  • Org/Enrollment Spend

Top Services

  • Top Services Per Provider
  • Trends
  • Consumed Services
  • Avg. Cost Per Service

Kion

  • Savings Opportunities
  • Total Users
  • Total Projects

Community

  • Listserv Users
  • Talent Shares
  • Unique Users Per Provider
  • Total Unique Users

Metrics Collection

ServiceNow

  • Average Spend Per User
  • Incidents Per Month
  • Requests Per Month
  • Changes Per Month
  • Breached SLAs Per Month
  • Avg. Elapsed Time Per Ticket

Savings

  • Provider Credits/Sponsorships
  • Cloud Services Savings

Splunk

  • Overall Events Logged
  • Events Logged Per Provider

I2 Net+

  • Current Rank Per Program
  • Spend Per Program

Savings

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Avg. Spend Per

  • Average Spend Per User
  • Average Spend Per Account

Business Area

  • Spend Per Business Area
  • Business Area Engagements

Cloud Services

  • Our Cost Per Account
  • Our Cost Per User
  • Sandbox Trends

Transit

  • Number of Connections
  • Cost Per Transit Connection
  • Component Failure and Downtime

Consumption

  • Overall Spend
  • Per Provider Spend
  • Org/Enrollment Spend

Top Services

  • Top Services Per Provider
  • Trends
  • Consumed Services
  • Avg. Cost Per Service

Kion

  • Savings Opportunities
  • Total Users
  • Total Projects

Community

  • Listserv Users
  • Talent Shares
  • Unique Users Per Provider
  • Total Unique Users

Metrics Collection

ServiceNow

  • Average Spend Per User
  • Incidents Per Month
  • Requests Per Month
  • Changes Per Month
  • Breached SLAs Per Month
  • Avg. Elapsed Time Per Ticket

Savings

  • Provider Credits/Sponsorships
  • Cloud Services Savings

Splunk

  • Overall Events Logged
  • Events Logged Per Provider

I2 Net+

  • Current Rank Per Program
  • Spend Per Program

Splunk

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Avg. Spend Per

  • Average Spend Per User
  • Average Spend Per Account

Business Area

  • Spend Per Business Area
  • Business Area Engagements

Cloud Services

  • Our Cost Per Account
  • Our Cost Per User
  • Sandbox Trends

Transit

  • Number of Connections
  • Cost Per Transit Connection
  • Component Failure and Downtime

Consumption

  • Overall Spend
  • Per Provider Spend
  • Org/Enrollment Spend

Top Services

  • Top Services Per Provider
  • Trends
  • Consumed Services
  • Avg. Cost Per Service

Kion

  • Savings Opportunities
  • Total Users
  • Total Projects

Community

  • Listserv Users
  • Talent Shares
  • Unique Users Per Provider
  • Total Unique Users

Metrics Collection

ServiceNow

  • Average Spend Per User
  • Incidents Per Month
  • Requests Per Month
  • Changes Per Month
  • Breached SLAs Per Month
  • Avg. Elapsed Time Per Ticket

Savings

  • Provider Credits/Sponsorships
  • Cloud Services Savings

Splunk

  • Overall Events Logged
  • Events Logged Per Provider

I2 Net+

  • Current Rank Per Program
  • Spend Per Program

I2 Net+

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Avg. Spend Per

  • Average Spend Per User
  • Average Spend Per Account

Business Area

  • Spend Per Business Area
  • Business Area Engagements

Cloud Services

  • Our Cost Per Account
  • Our Cost Per User
  • Sandbox Trends

Transit

  • Number of Connections
  • Cost Per Transit Connection
  • Component Failure and Downtime

Consumption

  • Overall Spend
  • Per Provider Spend
  • Org/Enrollment Spend

Top Services

  • Top Services Per Provider
  • Trends
  • Consumed Services
  • Avg. Cost Per Service

Kion

  • Savings Opportunities
  • Total Users
  • Total Projects

Community

  • Listserv Users
  • Talent Shares
  • Unique Users Per Provider
  • Total Unique Users

Metrics Collection

ServiceNow

  • Average Spend Per User
  • Incidents Per Month
  • Requests Per Month
  • Changes Per Month
  • Breached SLAs Per Month
  • Avg. Elapsed Time Per Ticket

Savings

  • Provider Credits/Sponsorships
  • Cloud Services Savings

Splunk

  • Overall Events Logged
  • Events Logged Per Provider

I2 Net+

  • Current Rank Per Program
  • Spend Per Program

Consumed Services

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Waaahhh!

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Cloudiness Index

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Pride Predictor

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Mufusa Metric

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Lion Rank

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CloudScore

CloudCapability Index

NativeCloudRank

CloudMaturity Gauge

CloudReadiness Index

CloudNative Quotient

CloudCompetency Scale

CloudProwess Index

NativeCloud Benchmark

CloudIQ Ranking

LionCloud Index

RoarRank Cloud

CloudLion Prowess

LionNative Quotient

MajesticCloud Index

CloudRoar Competency

LionPride CloudScale

CloudyRoar Rank

LionProwess Scale

ThunderRoar Cloud Index

CloudMajestic Rank

RegalRoar Scale

RoarMastery Cloud

LionStrength Index

PrideProwess Scale

MajesticMettle Rank

LionHearted Index

RegalRoar Quotient

ApexPride Scale

SovereignStrength Index

NobleMajesty Rank

LionCrafted Competency

ProwessMonarch Index

Cloud En-Guage

CloudMajesty Ranking

ProwessPride Index

CloudLion Mastery

ApexCloud LionRank

LionHeart Cloud Index

CloudDominance Roar

RoyalCloud Prowess

LionCrest CloudScale

CloudMonarch Quotient

RegalRoar Cloud Index

LionForge Cloud Mastery

CloudLion Sovereignty

PrimePride Cloud Index

LionRoar Index

RoaringCloud Rank

ProwlRank Cloud

MajestyRoar Index

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Cloud Elevation Index

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What Exactly Is the

Cloud Elevation Index??

When will Rick be done with

this horrible presentation??

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1 - 1.99

2 - 7.99

8 - 10

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How is CEI Calculated?

It Looks Like You Stink At Explaining things…

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How is CEI Calculated?

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AI Generated Service Scores

How is CEI Calculated?

Detailed Billing Data

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Service Score

IaaS

PaaS

SaaS

1-1.99

2-7.99

8-10

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$

Level of Control

Maintenance and Updates

Skill Requirement

Cost Effectiveness

Security and Data Governance

Scalability and Performance

Disaster Recovery and Business Continuity

Service Score

IaaS

PaaS

SaaS

1-1.99

2-7.99

8-10

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Service Score

IaaS

PaaS

SaaS

1-1.99

2-7.99

8-10

Skill Requirement

  • IaaS (Score: 1.00-1.99): High level of technical skills required, especially in system administration and networking.

  • PaaS (Score: 2.00-7.99): Focus on development skills with less emphasis on operational and infrastructure skills.

  • SaaS (Score: 8.00-10.00): Minimal technical skills required; emphasis on end-user functionality and usability.

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    • Level of Control Score = 1.50
    • Maintenance and Updates Score = 1.50
    • Skill Requirement = 1.50
    • Cost Effectiveness = 1.50
    • Security and Compliance = 1.50
    • DR/BC = 1.50
    • Scalability and Performance = 1.50

    • Overall Score = 1.50
    • Level of Control Score = 6.50
    • Maintenance and Updates Score = 7.00
    • Skill Requirement = 5.00
    • Cost Effectiveness = 6.00
    • Security and Compliance = 6.50
    • DR/BC = 6.00
    • Scalability and Performance = 7.00

    • Overall Score = 6.29

Azure Virtual Machines

AWS SageMaker

Service Score

S3 = 5.84

SNS = 8.02

Azure SQL = 5.61

Log Analytics = 7.68

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Centrally Managed Services

Marketplace Charges

Support Charges

Bandwidth/Egress Charges

What is NOT included in the Calculation?

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You big boss of clouds. You want cloud services in order based on how good they for cloud stuff. Some services might be same good, so they get same scores.

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You are a Cloud Services Manager and want to rank the following cloud services based on their cloud native capabilities. Services can have the same or similar scores if you feel that services have similar cloud native capabilities.

=

Consistent

Equitable

You are a Cloud Services Manager and want to rank the following cloud services based on their cloud native capabilities. Services can have the same or similar scores if you feel that services have similar cloud native capabilities.

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Default context

Pretend you are a cloud Solutions Architect, with a wealth of knowledge amassed over many successful years in the deploying AWS, Azure and GCP solutions, your mission is to develop a comprehensive scoring rubric to assess cloud services offered by Microsoft Azure, Amazon Web Services (AWS), and Google Cloud Platform (GCP). This rubric should be specifically designed to measure how closely these services align with the characteristics of Infrastructure as a Service (IaaS), Platform as a Service (PaaS), and Software as a Service (SaaS). For scoring, use a scale that ranges from 1 to 10, where 1 represents a service that is entirely IaaS-like in nature, and 10 indicates a service that fully embodies SaaS characteristics. Include the option to assign scores with two decimal places for greater precision. meticulously analyze and appraise a selection of Cloud based services. Your esteemed expertise, particularly in the intricacies of IaaS, PaaS, and SaaS, positions you uniquely for this Cloud Service Scoring Exercise. With a steadfast commitment to fairness, you approach each assessment with the goal of providing a consistent score each time a service is evaluated, ensuring a level playing field for all offerings.

600 lines

Azure Open AI Service

GPT-4

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1. Level of Control

IaaS (Score: 1.00-1.99): Comprehensive control over infrastructure; significant user management of networking, storage, servers, and virtualization.

PaaS (Score: 2.00-7.99): User has control over deployment and management of applications. Infrastructure concerns are abstracted away.

SaaS (Score: 8.00-10.00): Users access and use software applications with no control over infrastructure, platform, or individual application capabilities.

2. Maintenance and Updates

IaaS (Score: 1.00-1.99): User is responsible for the maintenance and updates of infrastructure and any installed applications or platforms.

PaaS (Score: 2.00-7.99): Provider maintains the infrastructure and runtime environment. Users manage the applications and services they develop.

SaaS (Score: 8.00-10.00): All maintenance, including application updates and security patches, is handled by the provider.

Azure Open AI Service

GPT-4

Default context

600 lines

Rubric

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Azure Open AI Service

GPT-4

Temperature

Default context

600 lines

Rubric

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score_card_schema = {

    "name": "Cloud Service Evaluation",

    "description": "A rubric for evaluating cloud services based on IaaS, PaaS, and SaaS characteristics, including justifications and descriptions for each score.",

    "type": "object",

    "properties": {

        "service_name": {

            "type": "string",

            "description": "The name of the cloud service being evaluated."

        },

        "service_category": {

            "type": "string",

            "description": "The category of the cloud service, e.g., 'Compute Services', 'Storage Services', 'Database Services', 'Networking Services', 'AI & Machine Learning Services', 'Analytics Services', 'Identity & Security Services', 'Developer Tools', 'Internet of Things', 'Media Services', 'Migration Tools', 'Monitoring & Management', 'Web', 'Blockchain'"

        },

        "provider": {

            "type": "string",

JSON

Temperature

Default context

600 lines

Azure Open AI Service

GPT-4

Rubric

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Few “shots”

JSON

Temperature

Default context

600 lines

Azure Open AI Service

GPT-4

Rubric

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workmail_oneShot = {

"name": "Cloud Service Evaluation",

"description": "A rubric for evaluating cloud services based on IaaS, PaaS, and SaaS characteristics, including justifications and descriptions for each score.",

"type": "object",

"properties": {

"service_name": "AWS WorkMail",

"service_category": "Email and Calendaring",

"provider": "AWS",

"scores": {

"level_of_control": {

"score": 8.5,

"justification": "WorkMail provides pre-configured email services with minimal infrastructure control, aligning with SaaS characteristics.",

"score_description": "SaaS (Score: 8.0-10): Limited control; pre-built applications are provided for immediate use."

},

Few “shots”

JSON

Temperature

Default context

600 lines

Azure Open AI Service

GPT-4

Rubric

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AI Generated Service Scores

Weight

Spend by the Service divided by the total spend in the calculation.

Detailed Billing Data

How is CEI Calculated?

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Jan-23

1.57

$586.38

Feb-23

3.92

$227.02

Mar-23

2.69

$241.87

Apr-23

1.62

$397.48

May-23

1.70

$478.61

Jun-23

3.58

$12.47

Jul-23

4.04

$11.48

Aug-23

4.04

$11.48

Sep-23

1.66

$72.39

Oct-23

1.60

$445.99

Nov-23

1.68

$129.82

Dec-23

4.04

$12.76

Non-Weighted CEI

2.63

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Engagement Tool

Current State

Track Over Time

Financial

Services in Use

Drastic Changes

Prescore Designs

$

Security

Where Will CEI Be helpful??

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SHOW ME THE DATA!!!

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IaaS by Weight

PaaS by Weight

SaaS by Weight

CEI

Is this the best use of Penn State’s money?

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IaaS by Weight

PaaS by Weight

SaaS by Weight

CEI

I really want to study your account some more!

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IaaS by Weight

PaaS by Weight

SaaS by Weight

CEI

You’ve been on a Journey!

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Next Level Calculations

Google Assist

Incentivizing Certain Behaviors

More Real Time

Mine The Data

Gamify

What’s next for CEI??

Socialize

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Questions?