Top Banner
Dashboard for Statistical Visualization of Client Service Events Alex Zolot (Zolotovitski), PhD alex.zolot@statvi s.com www.StatVis.com
20

Dashboard for Statistical Visualization of Client Service Events Alex Zolot (Zolotovitski), PhD [email protected] .

Mar 27, 2015

Download

Documents

Jose Morris
Welcome message from author
This document is posted to help you gain knowledge. Please leave a comment to let me know what you think about it! Share it to your friends and learn new things together.
Transcript
Page 1: Dashboard for Statistical Visualization of Client Service Events Alex Zolot (Zolotovitski), PhD alex.zolot@statvis.com .

Dashboard for Statistical Visualization of Client Service Events

Alex Zolot (Zolotovitski), [email protected] www.StatVis.com

Page 2: Dashboard for Statistical Visualization of Client Service Events Alex Zolot (Zolotovitski), PhD alex.zolot@statvis.com .

www.zolot.us www.StatVis.com 2

2

Dashboard for Statistical Visualization of Client Service Events

The raw data:Creation – Received –First_Contact_SW – First_Contact_HW – Request – Pending – Closed

TSC Events: Creation – Received – First_Contact_SW –

First_Contact_HW – Request – Comp_Pending – Closed

Types: HW Platforms, Products, Geo, Owner, …

Page 3: Dashboard for Statistical Visualization of Client Service Events Alex Zolot (Zolotovitski), PhD alex.zolot@statvis.com .

www.zolot.us www.StatVis.com 3

Case DateTime Event Type Time PrEvCase1 T1 Ev1 Type1 0 0Case1 T2 Ev3 Type1 T2-T1 E1

Case1 T3 Ev7 Type1 T3-T2 E3

Case2 T4 Ev3 Type1 0 0……

Sorted data

Page 4: Dashboard for Statistical Visualization of Client Service Events Alex Zolot (Zolotovitski), PhD alex.zolot@statvis.com .

www.zolot.us www.StatVis.com 4

OLAP dimensions.

Page 5: Dashboard for Statistical Visualization of Client Service Events Alex Zolot (Zolotovitski), PhD alex.zolot@statvis.com .

www.zolot.us www.StatVis.com 5

Dashboard for Statistical Visualization of Client Service Events

Consists of three key elements:

• Run chart for longitudinal (in time) representation of data • Matrix bar chart for types of cases• Flower bed chart for time between events representation.

The flower bed and matrix bar charts can be plotted for any specific interval of time: week, month, or year.

All features of these three charts are clickable, switching is easy between charts, and drilling down can be done to detailed lists of individual cases. These interactive capabilities facilitate identification of the most business important cases.

Page 6: Dashboard for Statistical Visualization of Client Service Events Alex Zolot (Zolotovitski), PhD alex.zolot@statvis.com .

www.zolot.us www.StatVis.com 6

6

Longitudinal Analysis: Run Chart

TTR = Time-To-Resolve = DateTime(CaseClosed) – DateTime(CaseCreated)

Page 7: Dashboard for Statistical Visualization of Client Service Events Alex Zolot (Zolotovitski), PhD alex.zolot@statvis.com .

www.zolot.us www.StatVis.com 7

7

Cross-Sectional Analysis –Time Between Events:

The raw TSC data:Creation – Received –First_Contact_SW – First_Contact_HW – Request – Pending – Closed

Events: Creation – Received – First_Contact_SW – First_Contact_HW – Request – Comp_Pending – Closed

Types: HW Platforms, Products, Geo, Owner, …

Page 8: Dashboard for Statistical Visualization of Client Service Events Alex Zolot (Zolotovitski), PhD alex.zolot@statvis.com .

www.zolot.us www.StatVis.com 8

8

Cross-Sectional Analysis –Time Between Events:

Page 9: Dashboard for Statistical Visualization of Client Service Events Alex Zolot (Zolotovitski), PhD alex.zolot@statvis.com .

www.zolot.us www.StatVis.com 9

9

Cross-Sectional Analysis –Time Between Events:

Page 10: Dashboard for Statistical Visualization of Client Service Events Alex Zolot (Zolotovitski), PhD alex.zolot@statvis.com .

www.zolot.us www.StatVis.com 10

10

Cross-Sectional Analysis –Time Between Events:

• Traditional way to represent 2 (pivot) tables: Freq and MTBE (Event x PrevEvent )

Freq

0

20000

40000

60000

80000

100000

R S H Q P C W

Event

Freq

CREATION

RECEIVED

FIRST_CONTACT_SW

FIRST_CONTACT_HW

REQUEST

COMP_PEND

CLOSED

WAREHOUSE_UPDATE

TTR

0

100

200

300

400

500

600

700

800

900

R S H Q P C W

EventTT

R, d

ays

CREATION

RECEIVED

FIRST_CONTACT_SW

FIRST_CONTACT_HW

REQUEST

COMP_PEND

CLOSED

WAREHOUSE_UPDATE

MTBEMTBE

MTB

E

Page 11: Dashboard for Statistical Visualization of Client Service Events Alex Zolot (Zolotovitski), PhD alex.zolot@statvis.com .

www.zolot.us www.StatVis.com 11

11

Cross-Sectional Analysis –Time Between Events: Variants of possible designs for 2 parameters (Fr and T)

• Area of Circle (“house”) is proportional to frequency of the event.• Width of Petal (arrow, bar) is proportional to frequency of transitions between events.• Length of Petal is proportional to mean time between events.• Color of Petal is the same as color of “To” Circle (“house”)

Page 12: Dashboard for Statistical Visualization of Client Service Events Alex Zolot (Zolotovitski), PhD alex.zolot@statvis.com .

www.zolot.us www.StatVis.com 12

12

Cross-Sectional Analysis –Time Between Events: Flower Bed Chart

Data visualization – variants of designPetal direction points to next event, with matching petal-circle color. Circle size ~ frequency. Length of petal ~ time and width of petal ~ frequency.

Page 13: Dashboard for Statistical Visualization of Client Service Events Alex Zolot (Zolotovitski), PhD alex.zolot@statvis.com .

www.zolot.us www.StatVis.com 13

13

Cross-Sectional Analysis – Tower Charts

1 1

3 3

7

7

3

3

1

1

Figure 5. Empirical CDF (left) and sorted sequence (right) of TBE = {1, 1, 3, 3, 7}.

f(i) = Q( i / N) = ECDF-1(i / N)

f(i) = Q( i / N) = ECDF-1(i / N)

. 3D Towers

3D Towers

Page 14: Dashboard for Statistical Visualization of Client Service Events Alex Zolot (Zolotovitski), PhD alex.zolot@statvis.com .

www.zolot.us www.StatVis.com 14

14

Cross-Sectional Analysis –Time Between Events: Flower Bed Chart with Tower Petals

Page 15: Dashboard for Statistical Visualization of Client Service Events Alex Zolot (Zolotovitski), PhD alex.zolot@statvis.com .

www.zolot.us www.StatVis.com 15

15

Cross-Sectional Analysis – Evolution of Elements

Page 16: Dashboard for Statistical Visualization of Client Service Events Alex Zolot (Zolotovitski), PhD alex.zolot@statvis.com .

www.zolot.us www.StatVis.com 16

Cross-Sectional Analysis by Types of Cases:

Traditional way To represent 2 (pivot) tables: Freq and TTR (HW Platform) x (Product)

Page 17: Dashboard for Statistical Visualization of Client Service Events Alex Zolot (Zolotovitski), PhD alex.zolot@statvis.com .

www.zolot.us www.StatVis.com 17

Cross-Sectional Analysis by Types of Cases: Matrix Bar Chart

Width of cuboid is proportional to time and height is proportional to square root of frequency.

Page 18: Dashboard for Statistical Visualization of Client Service Events Alex Zolot (Zolotovitski), PhD alex.zolot@statvis.com .

www.zolot.us www.StatVis.com 18

Dashboard for Statistical Visualization of Client Service Events

Page 19: Dashboard for Statistical Visualization of Client Service Events Alex Zolot (Zolotovitski), PhD alex.zolot@statvis.com .

www.zolot.us www.StatVis.com 19

Page 20: Dashboard for Statistical Visualization of Client Service Events Alex Zolot (Zolotovitski), PhD alex.zolot@statvis.com .

Dashboard for Statistical Visualization of Client Service Events

Alex Zolot (Zolotovitski), [email protected] www.StatVis.com