isys6200 data warehousecurriculum.binus.ac.id/files/2015/09/co-isys6200.pdf · 1. ralph kimball....

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FM - BINUS - AA- FPA - 27/R1 Study Program Specific Outcomes Course Outline ISYS6200 Data Warehouse (4/2) Study Program Information Systems Effective Date 01 September 2018 Revision 1 1. Course Description This course comprises the basic concept of the data warehouse; how to design data warehouse and technology and requirements that needed to build the data warehouse. This course gives student basic knowledge related to the data warehouse and skills how to design, build and implement the data warehouse that appropriate to the need. 2. Graduate Competency Each course in the study program contributes to the graduate competencies that are divided into employability and entrepreneurial skills and study program specific outcomes, in which students need to have demonstrated by the time they complete their course. BINUS University employability and entrepreneurial skills consist of planning and organizing, problem solving and decision making, self management, team work, communication, and initiative and enterprise. Employability and Entrepreneurial Skills Aspect Key Behaviour Study Program Specific Outcomes 3. Topics The Data Warehouse Environment Data Warehousing Design Quiz The Relational and the Multidimensional Models as a Basis for Database Design The Data Warehouse and the Web Review Materials The Data Warehouse and the Web (1) Data Warehousing, Business Intelligence and Dimensional Modeling Primer Data warehouse design with Kimball approach Design of data warehouse for Retail sales Design of data warehouse for Inventory Field Data warehouse design for Procurement Design of data warehouse for Order Management Accounting Design of data warehouse for Customer Relationship Management Human Resource Management Data warehouse design with Kimball approach : An Overview Dimensional Modeling Process and Tasks ETL Subsystems and Techniques ETL System Design and Development Process and Task

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Page 1: ISYS6200 Data Warehousecurriculum.binus.ac.id/files/2015/09/CO-ISYS6200.pdf · 1. Ralph Kimball. (2013). The data warehouse toolkit: the definitive guide to dimensional modeling

FM - BINUS - AA- FPA - 27/R1

Study Program Specific Outcomes

Course Outline

ISYS6200

Data Warehouse

(4/2) Study Program

Information Systems

Effective Date 01 September 2018 Revision 1

1. Course Description

This course comprises the basic concept of the data warehouse; how to design data warehouse and technology and

requirements that needed to build the data warehouse. This course gives student basic knowledge related to the data

warehouse and skills how to design, build and implement the data warehouse that appropriate to the need.

2. Graduate Competency

Each course in the study program contributes to the graduate competencies that are divided into employability and

entrepreneurial skills and study program specific outcomes, in which students need to have demonstrated by the time

they complete their course.

BINUS University employability and entrepreneurial skills consist of planning and organizing, problem solving and

decision making, self management, team work, communication, and initiative and enterprise.

Employability and Entrepreneurial Skills

Aspect Key Behaviour

Study Program Specific Outcomes

3. Topics

• The Data Warehouse Environment

• Data Warehousing Design

• Quiz

• The Relational and the Multidimensional Models as a Basis for Database Design

• The Data Warehouse and the Web

• Review Materials

• The Data Warehouse and the Web (1)

• Data Warehousing, Business Intelligence and Dimensional Modeling Primer

• Data warehouse design with Kimball approach • Design of data warehouse for Retail sales • Design of data warehouse for Inventory Field

• Data warehouse design for Procurement

• Design of data warehouse for Order Management

• Accounting

• Design of data warehouse for Customer Relationship Management

• Human Resource Management • Data warehouse design with Kimball approach : An Overview

• Dimensional Modeling Process and Tasks

• ETL Subsystems and Techniques

• ETL System Design and Development Process and Task

Page 2: ISYS6200 Data Warehousecurriculum.binus.ac.id/files/2015/09/CO-ISYS6200.pdf · 1. Ralph Kimball. (2013). The data warehouse toolkit: the definitive guide to dimensional modeling

FM - BINUS - AA- FPA - 27/R1

ISYS6200 - Data Warehouse | 2 Course Outline

Study Program Information Systems - Bina Nusantara University

4. Learning Outcomes

On successful completion of this course, student will be able to:

• LO 1: Explain the basic concepts, components and architecture of data warehouse

• LO 2: Explain the requirements and how to design data warehouse

• LO 3: Describe the advantages of data warehouse utilization

• LO 4: Analyze the strategy of design and implement data warehouse and why data warehouse is the suitable

solution that appropriate to the need

5. Teaching And Learning Strategies

In this course, the lecturers might deploy several teaching learning strategis, including Class discussion, Demonstration,

Group Presentation.

6. Textbooks and Other Resources

Textbooks

1. Ralph Kimball. (2013). The data warehouse toolkit: the definitive guide to dimensional modeling. 03.

John Wiley & Sons, Inc. Indiana. ISBN: 9781118530801.

The book in the first list is a must to have for each student.

Other Resources

1. Accounting

2. Data warehouse design for Procurement

3. Data warehouse design with Kimball approach

4. Data warehouse design with Kimball approach : An Overview

5. Data Warehousing Design

6. Data Warehousing, Business Intelligence and Dimensional Modeling Primer

7. Design of data warehouse for Customer Relationship Management

8. Design of data warehouse for Inventory Field

9. Design of data warehouse for Order Management

10. Design of data warehouse for Retail sales

11. Dimensional Modeling Process and Tasks

12. ETL Subsystems and Technique

13. ETL System Design and Development Process and Tasks

14. http://aisel.aisnet.org/cgi/viewcontent.cgi?article=1818&context=amcis2004

15. http://arxiv.org/ftp/arxiv/papers/0705/0705.1456.pdf

16. http://arxiv.org/ftp/arxiv/papers/1103/1103.3863.pdf

17. http://citeeserx..ist.pst.edu

18. http://citeseerx.ist.psu.edu/viewdoc/download?doi=10.1.1.80.3193...pdf

19. http://dssresources.com/history/dsshistory.html

20. http://ebookbrowse.com/gdoc.php?id=305692103&url=a113680b91c085aff85ddd74b058c7e5

21. http://fairuzelsaid.files.wordpress.com/2009/10/bab-3-pengembangan-data-warehouse.pdf

22. http://grsecurity.net/researchpaper.pdf

23. http://inmoncif.com/inmoncif-old/www/library/whiteprs/ttbuild.pdf

24. http://its.psu.edu/training/handouts/DataWarehouse_and_EIS_Comparison.pdf

25. http://people.scs.carleton.ca/~bertossi/papers/ThesisMak.pdf

26. http://subs.emis.de/LNI/Proceedings/Proceedings63/GI-Proceedings.63-21.pdf

27. http://technet.microsoft.com/en-us/library/cc917677.aspx

Page 3: ISYS6200 Data Warehousecurriculum.binus.ac.id/files/2015/09/CO-ISYS6200.pdf · 1. Ralph Kimball. (2013). The data warehouse toolkit: the definitive guide to dimensional modeling

FM - BINUS - AA- FPA - 27/R1

ISYS6200 - Data Warehouse | 3 Course Outline

Study Program Information Systems - Bina Nusantara University

28. http://www.b-eye-network.com/view/769

29. http://www.crmodyssey.com/Documentation/Documentation_PDF/Data%

30. http://www.cs.toronto.edu/vldb04/protected/eProceedings/contents/pdf/IND8P2.PDF

31. http://www.dwreview.com/Articles/Project_Management.html

32. http://www.enggjournals.com/ijcse/doc/IJCSE10-02-09-010.pdf

33. http://www.essentialstrategies.com/publications/datawarehouse/relmult.htm

34. http://www.eunis.org/events/congresses/EUNIS97/papers/022802.html

35. http://www.executionmih.com/data-warehouse/project-scoping-planning.php

36. http://www.fing.edu.uy/inco/grupos/csi/esp/Cursos/cursos_act/2007/DataWarehouse/Material/p43-thomsen-

37. http://www.horsburgh.com/h_dataw.html

38. http://www.inf.ed.ac.uk/publications/thesis/online/IM040132.pdf

39. http://www.information-management.com/issues/20040801/1007228-1.html

40. http://www.informationbuilders.com/products/webfocus/data_warehousing.html

41. http://www.intel.com/it/pdf/bus-solutions.pdf

42. http://www.languageatinternet.de/articles/2006/373

43. http://www.objectmentor.com/resources/articles/granularity.pdf

44. http://www.uet.vnu.edu.vn/~thuyhq/Courses_PDF/$Data%20Warehouse%20Design%20for%20E-

45. https://drive.google.com/drive/folders/1_jPrTo4Am_cPsgp1RXA6reH0UYc4rHkU

46. https://www.cu.edu/irm/stds/ddg/dzproces.html

47. Human Resource Management

48. Quiz

49. Review Materials

50. Star scheme design

51. The Data Warehouse and the Web

52. The Data Warehouse and the Web (1)

53. The Data Warehouse Environment

54. The data warehouse toolkit : the definitive guide to dimensional modeling

55. The Relational and the Multidimensional Models as a Basis for Database Design

Page 4: ISYS6200 Data Warehousecurriculum.binus.ac.id/files/2015/09/CO-ISYS6200.pdf · 1. Ralph Kimball. (2013). The data warehouse toolkit: the definitive guide to dimensional modeling

FM - BINUS - AA- FPA - 27/R1

ISYS6200 - Data Warehouse | 4 Course Outline

Study Program Information Systems - Bina Nusantara University

7. Schedule

Laboratory

1

F2F

LO 1

LO 2

The Data Warehouse Environment

• Designing a fact table and a dimension table

• Determine the measure of data from the OLTP

and other information

• Identify the master table and transaction table of

the OLTP (Online Transaction Processing) needs of

the desired information

• The Data

Warehouse Environment

• Building the Data

Warehouse: Getting

Started

http://inmoncif.

com/inmoncif-

old/www/library/whiteprs/t

tbuild.pdf

• The Data

Warehouse Environment

: Quantifying Cost

Justification and Return

on Investment

http://www.crmodyssey.

com/Documentation/Doc

umentation_PDF/Data%

20Warehouse_Environm

ent_Cost_Justification_an d_ROI.pdf

2

F2F

LO 1

LO 2

The Data Warehouse Environment

• Designing a fact table and a dimension table

• Determine the measure of data from the OLTP

and other information

• Identify the master table and transaction table of

the OLTP (Online Transaction Processing) needs of

the desired information

• The Data

Warehouse Environment

• Building the Data

Warehouse: Getting

Started

http://inmoncif.

com/inmoncif-

old/www/library/whiteprs/t

tbuild.pdf

• The Data

Warehouse Environment

: Quantifying Cost

Justification and Return

on Investment

http://www.crmodyssey.

com/Documentation/Doc

umentation_PDF/Data%

20Warehouse_Environm

ent_Cost_Justification_an d_ROI.pdf

Session/Mode Related LO Topics References

Page 5: ISYS6200 Data Warehousecurriculum.binus.ac.id/files/2015/09/CO-ISYS6200.pdf · 1. Ralph Kimball. (2013). The data warehouse toolkit: the definitive guide to dimensional modeling

FM - BINUS - AA- FPA - 27/R1

ISYS6200 - Data Warehouse | 5 Course Outline

Study Program Information Systems - Bina Nusantara University

3

F2F

LO 2

LO 3

Data Warehousing Design

• Create a new DTS Package

• Data Warehousing

Design

• Data Warehouse

Design Process

https://www.cu.

edu/irm/stds/ddg/dzproce

s.html

• Data Warehouse

Design

http://www.horsburgh.

com/h_dataw.html

• Star schene

design

4

F2F

LO 2

LO 3

Data Warehousing Design

• Create a new DTS Package

• Data Warehousing

Design

• Data Warehouse

Design Process

https://www.cu.

edu/irm/stds/ddg/dzproce

s.html

• Data Warehouse

Design

http://www.horsburgh.

com/h_dataw.html • Star scheme design

5

F2F

LO 2

LO 3

Data Warehousing Design

• Create a new DTS Package

• Data Warehousing

Design

• Data Warehouse

Design Process

https://www.cu.

edu/irm/stds/ddg/dzproce

s.html

• Data Warehouse

Design

http://www.horsburgh.

com/h_dataw.html • Star scheme design

6

F2F

LO 1 LO 2 LO 3

Quiz

• Quiz

• Quiz

Page 6: ISYS6200 Data Warehousecurriculum.binus.ac.id/files/2015/09/CO-ISYS6200.pdf · 1. Ralph Kimball. (2013). The data warehouse toolkit: the definitive guide to dimensional modeling

FM - BINUS - AA- FPA - 27/R1

ISYS6200 - Data Warehouse | 6 Course Outline

Study Program Information Systems - Bina Nusantara University

7

F2F

LO 2

LO 4

The Relational and the Multidimensional Models as a

Basis for Database Design

• Creating dynamic query with global variables

• The Relational and

the Multidimensional

Models as a Basis for

Database Design

• Multidimensional

Normal Forms for

DataWarehouse Design

http://citeeserx..ist.pst.

edu

• From a Relational to

a Multi-dimensional Data

Base

http://www.

essentialstrategies.

com/publications/datawar ehouse/relmult.htm

8

F2F

LO 2

LO 4

The Data Warehouse and the Web

• Creating a cube with Microsoft SQL Server

Management Studio

• Creating pivot tables and charts using Microsoft

Excel to present information according to user

requirements

• Introduction to data mining • Upload the results of pivot tables and

charts into web pages

• The Data

Warehouse and the Web

Building a Web

Warehouse for

Accessibility Data

http://www.fing.edu.

uy/inco/grupos/csi/esp/Cu

rsos/cursos_act/2007/Dat

aWarehouse/Material/p43

-thomsen-DOLAP06.pdf

• Warehousing Web

Data

http://arxiv.

org/ftp/arxiv/papers/0705/

0705.1456.pdf

9

F2F

LO 2

LO 4

The Data Warehouse and the Web

• Creating a cube with Microsoft SQL Server

Management Studio

• Creating pivot tables and charts using Microsoft

Excel to present information according to user

requirements

• Introduction to data mining

• Upload the results of pivot tables and charts into

web pages

• The Data

Warehouse and the Web

• Building a Web

Warehouse for

Accessibility Data

http://www.fing.edu.

uy/inco/grupos/csi/esp/Cu

rsos/cursos_act/2007/Dat

aWarehouse/Material/p43

-thomsen-DOLAP06.pdf

• Warehousing Web

Data

http://arxiv.

org/ftp/arxiv/papers/0705/ 0705.1456.pdf

10

F2F

LO 2

LO 3 LO 4

Review Materials

• Review

• Review Materials

11

F2F

LO 2

LO 4

The Data Warehouse and the Web (1)

• Project Collection

• The Data

Warehouse and the Web

(1)

Page 7: ISYS6200 Data Warehousecurriculum.binus.ac.id/files/2015/09/CO-ISYS6200.pdf · 1. Ralph Kimball. (2013). The data warehouse toolkit: the definitive guide to dimensional modeling

FM - BINUS - AA- FPA - 27/R1

ISYS6200 - Data Warehouse | 7 Course Outline

Study Program Information Systems - Bina Nusantara University

Lecture

1

F2F

LO 1

LO 2

Data Warehousing, Business Intelligence and

Dimensional Modeling Primer

• Agile Considerations

• Alternative DW/BI Architectures

• Different Worlds of Data Capture and Data

Analysis

• Dimensional Modeling Introduction

• Dimensional Modeling Myths

• Goals of Data Warehousing and Business

Intelligence

• Kimball’s DW/BI Architecture

• More Reasons to Think Dimensionally

• Data Warehousing,

Business Intelligence and

Dimensional Modeling

Primer

• Decision Support

Systems: From the Past to

the Future

http://aisel.aisnet.

org/cgi/viewcontent.cgi?

article=1818&context=am

cis2004

• A Brief History of

Decision Support

Systems

http://dssresources.

com/history/dsshistory. html

2

F2F

LO 1

LO 2

Data Warehousing, Business Intelligence and

Dimensional Modeling Primer

• Agile Considerations

• Alternative DW/BI Architectures

• Different Worlds of Data Capture and Data

Analysis

• Dimensional Modeling Introduction

• Dimensional Modeling Myths

• Goals of Data Warehousing and Business

Intelligence

• Kimball’s DW/BI Architecture

• More Reasons to Think Dimensionally

• Data Warehousing,

Business Intelligence and

Dimensional Modeling

Primer

• Decision Support

Systems: From the Past to

the Future

http://aisel.aisnet.

org/cgi/viewcontent.cgi?

article=1818&context=am

cis2004

• A Brief History of

Decision Support

Systems

http://dssresources.

com/history/dsshistory. html

3

F2F

LO 1

LO 2

Data warehouse design with Kimball approach

• Advanced Dimension Techniques

• Basic Dimension Table Techniques

• Basic Fact Table Techniques

• Dealing with Dimension Hierarchies

• Fundamental Concepts

• Special Purpose Schemas

• Data warehouse

design with Kimball

approach

• Data Warehouse

Design Process

https://www.cu.

edu/irm/stds/ddg/dzproce

s.html

• Data Warehouse

Design

http://www.horsburgh.

com/h_dataw.html

• Star scheme design

• Dimensional Model

(Star Scheme Design)

https://drive.google.

com/drive/folders/1_jPrT

o

4Am_cPsgp1RXA6reH0

U Yc4rHkU

Session/Mode Related LO Topics References

Page 8: ISYS6200 Data Warehousecurriculum.binus.ac.id/files/2015/09/CO-ISYS6200.pdf · 1. Ralph Kimball. (2013). The data warehouse toolkit: the definitive guide to dimensional modeling

FM - BINUS - AA- FPA - 27/R1

ISYS6200 - Data Warehouse | 8 Course Outline

Study Program Information Systems - Bina Nusantara University

4

F2F LO 1

LO 2

Data warehouse design with Kimball approach

• Advanced Dimension Techniques

• Basic Dimension Table Techniques

• Basic Fact Table Techniques

• Dealing with Dimension Hierarchies

• Fundamental Concepts

• Special Purpose Schemas

• Data warehouse

design with Kimball

approach

• Data Warehouse

Design Process

https://www.cu.

edu/irm/stds/ddg/dzproce

s.html

• Data Warehouse

Design

http://www.horsburgh.

com/h_dataw.html

• Star scheme design

• Dimensional Model

(Star Scheme Design)

https://drive.google.

com/drive/folders/1_jPrTo

4Am_cPsgp1RXA6reH0U

Yc4rHkU

5

GSLC LO 2

LO 4

Design of data warehouse for Retail sales

• Dimension and Fact Table Keys

• Dimension Table Details

• Factless Fact Tables

• Four-Step Dimensional Design Process

• Resisting Normalization Urges

• Retail Case Study

• Retail Schema Extensibility

• Retail Schema in Action

• Design of data

warehouse for Retail

sales

• Granularity

http://www.objectmentor.

com/resources/articles/gr

anularity.pdf

• Increasing

Performance and

Granularity in Role-Based

Access

http://grsecurity. net/researchpaper.pdf

6

GSLC

LO 2

LO 4

Design of data warehouse for Retail sales

• Dimension and Fact Table Keys

• Dimension Table Details

• Factless Fact Tables

• Four-Step Dimensional Design Process

• Resisting Normalization Urges

• Retail Case Study

• Retail Schema Extensibility

• Retail Schema in Action

• Design of data

warehouse for Retail

sales

• Granularity

http://www.objectmentor.

com/resources/articles/gr

anularity.pdf

• Increasing

Performance and

Granularity in Role-Based

Access

http://grsecurity. net/researchpaper.pdf

Page 9: ISYS6200 Data Warehousecurriculum.binus.ac.id/files/2015/09/CO-ISYS6200.pdf · 1. Ralph Kimball. (2013). The data warehouse toolkit: the definitive guide to dimensional modeling

FM - BINUS - AA- FPA - 27/R1

ISYS6200 - Data Warehouse | 9 Course Outline

Study Program Information Systems - Bina Nusantara University

7

F2F

LO 2 LO 4

Design of data warehouse for Inventory Field

• Conformed Dimensions

• Conformed Facts

• Enterprise Data Warehouse Bus Architecture

• Fact Table Types

• Inventory Models

• Value Chain Integration

• Value Chain Introduction

Design of data

warehouse for Inventory

Field

• An Overview of Data

Warehousing and OLAP

Technology

http://citeseerx.ist.psu.

edu/viewdoc/download?

doi=10.1.1.80.3193...pdf

• Technology

Challenges in a Data

Warehouse

http://www.cs.toronto.

edu/vldb04/protected/ePr

oceedings/contents/pdf/I

ND8P2.PDF

8

F2F

LO 2

LO 4

Design of data warehouse for Inventory Field

• Conformed Dimensions

• Conformed Facts

• Enterprise Data Warehouse Bus Architecture

• Fact Table Types

• Inventory Models

• Value Chain Integration

• Value Chain Introduction

• Design of data

warehouse for Inventory

Field

• An Overview of Data

Warehousing and OLAP

Technology

http://citeseerx.ist.psu.

edu/viewdoc/download?

doi=10.1.1.80.3193...pdf

• Technology

Challenges in a Data

Warehouse

http://www.cs.toronto.

edu/vldb04/protected/ePr

oceedings/contents/pdf/I ND8P2.PDF

9

F2F

LO 2

LO 4

Data warehouse design for Procurement

• Hybrid Slowly Changing Dimension Techniques

• Procurement Case Study

• Procurement Transactions and Bus Matrix

• Slowly Changing Dimension Basics

• Slowly Changing Dimension Recap

• Data warehouse

design for Procurement

• Looking Ahead:

Unstructured Data

http://www.information-

management.

com/issues/20040801/10

07228-1.html

• Integrating

Structured and

Unstructured Data in a

Business Intelligence

System

http://www.

languageatinternet. de/articles/2006/373

Page 10: ISYS6200 Data Warehousecurriculum.binus.ac.id/files/2015/09/CO-ISYS6200.pdf · 1. Ralph Kimball. (2013). The data warehouse toolkit: the definitive guide to dimensional modeling

FM - BINUS - AA- FPA - 27/R1

ISYS6200 - Data Warehouse | 10 Course Outline

Study Program Information Systems - Bina Nusantara University

10

F2F

LO 2

LO 4

Data warehouse design for Procurement

• Hybrid Slowly Changing Dimension Techniques

• Procurement Case Study

• Procurement Transactions and Bus Matrix

• Slowly Changing Dimension Basics

• Slowly Changing Dimension Recap

• Data warehouse

design for Procurement

Looking Ahead:

Unstructured Data

http://www.information-

management.

com/issues/20040801/10

07228-1.html

• Integrating

Structured and

Unstructured Data in a

Business Intelligence

System

http://www.

languageatinternet.

de/articles/2006/37

3

11

GSLC

LO 2

LO 4

Design of data warehouse for Order Management

• Accumulating Snapshot for Order Fulfillment

Pipeline

• Invoice Transactions

• Order Management Bus Matrix

• Order Transactions

• Design of data

warehouse for Order

Management

• Data Migration and

ETL (Extract, Transform,

and Load)

http://www.

informationbuilders.

com/products/webfocus/d

ata_warehousing.html

• Enterprise Database

Architecture Migration

http://www.inf.ed.ac.

uk/publications/thesis/onli ne/IM040132.pdf

12

GSLC

LO 2

LO 4

Design of data warehouse for Order Management

• Accumulating Snapshot for Order Fulfillment

Pipeline

• Invoice Transactions

• Order Management Bus Matrix

• Order Transactions

• Design of data

warehouse for Order

Management

• Data Migration and

ETL (Extract, Transform,

and Load)

http://www.

informationbuilders.

com/products/webfocus/d

ata_warehousing.html

• Enterprise Database

Architecture Migration

http://www.inf.ed.ac.

uk/publications/thesis/onli ne/IM040132.pdf

13

F2F

LO 2

LO 4

Accounting

• Accounting Case Study and Bus Matrix

• Budgeting Process

• Consolidated Fact Tables

• Dimension Attribute Hierarchies

• General Ledger Data

• Role of OLAP and Packaged Analytic Solutions

• Accounting

• Multidimensional or

Relational? How to

Organize on Online

Analytical Processing

Database

http://arxiv.org/ftp/arxiv/p

apers/1103/

Page 11: ISYS6200 Data Warehousecurriculum.binus.ac.id/files/2015/09/CO-ISYS6200.pdf · 1. Ralph Kimball. (2013). The data warehouse toolkit: the definitive guide to dimensional modeling

FM - BINUS - AA- FPA - 27/R1

ISYS6200 - Data Warehouse | 11 Course Outline

Study Program Information Systems - Bina Nusantara University

1103.3863.pdf

• Repair-Oriented

Relational Schemas for

Multidimensional

Database

http://people.scs.carleton.

ca/~bertossi/papers/Thesi

sMak.pdf

14

F2F

LO 2

LO 4

Accounting

• Accounting Case Study and Bus Matrix

• Budgeting Process

• Consolidated Fact Tables

• Dimension Attribute Hierarchies

• General Ledger Data

• Role of OLAP and Packaged Analytic Solutions

• Accounting

• Multidimensional or

Relational? How to

Organize on Online

Analytical Processing

Database

http://arxiv.

org/ftp/arxiv/papers/1103/

1103.3863.pdf

• Repair-Oriented

Relational Schemas for

Multidimensional

Database

http://people.scs.carleton.

ca/~bertossi/papers/Thesi sMak.pdf

15

GSLC

LO 2

LO 4

Design of data warehouse for Customer Relationship

Management

• Bridge Tables for Multi-valued Dimensions

• Complex Customer Behavior

• CRM Overview

• Customer Data Integration Approaches

• Customer Dimension Attributes

• Low Latency Reality Check

• Design of data

warehouse for Customer

Relationship

Management

• Data Warehouse

Design for E-Commerce

Environment

http://www.uet.vnu.edu.

vn/~thuyhq/Courses_PDF

/$Data%20Warehouse%

20Design%20for%20E-

Commerce%

20Environment.pdf

• Data Wearehousing,

Data Mining, OLAP and

OLTP Technologies are

Essential Elements to

Support Decision-Making

Process in Industries,

http://www.enggjournals.

com/ijcse/doc/IJCSE10- 02-09-010.pdf

16

GSLC

LO 2

LO 4

Design of data warehouse for Customer Relationship

Management

• Bridge Tables for Multi-valued Dimensions

• Design of data

warehouse for Customer

Relationship

Management

• Data Warehouse

Design for E-Commerce

Environment

http://www.uet.vnu.edu.

vn/~thuyhq/Courses_PDF

Page 12: ISYS6200 Data Warehousecurriculum.binus.ac.id/files/2015/09/CO-ISYS6200.pdf · 1. Ralph Kimball. (2013). The data warehouse toolkit: the definitive guide to dimensional modeling

FM - BINUS - AA- FPA - 27/R1

ISYS6200 - Data Warehouse | 12 Course Outline

Study Program Information Systems - Bina Nusantara University

/$Data%20Warehouse%

20Design%20for%20E-

Commerce%

20Environment.pdf

• Complex Customer Behavior

• CRM Overview

• Customer Data Integration Approaches

• Customer Dimension Attributes

• Low Latency Reality Check

• Data Wearehousing,

Data Mining, OLAP and

OLTP Technologies are

Essential Elements to

Support Decision-Making

Process in Industries,

http://www.enggjournals.

com/ijcse/doc/IJCSE10- 02-09-010.pdf

17

F2F

LO 2

LO 4

Human Resource Management

• Bus Matrix for HR Processes

• Employee Profile Tracking

• Headcount Periodic Snapshot

• Multivalued Skill Keyword Attributes

• Packaged Analytic Solutions and Data Models

• Recursive Employee Hierarchies

• Survey Questionnaire Data

• Human Resource

Management

• Building a Web

Warehouse for

Accessibility Data

http://www.fing.edu.

uy/inco/grupos/csi/esp/Cu

rsos/cursos_act/2007/Dat

aWarehouse/Material/p43

-thomsen-DOLAP06.pdf

• Warehousing Web

Data

http://arxiv.

org/ftp/arxiv/papers/0705/ 0705.1456.pdf

18

F2F

LO 2

LO 4

Human Resource Management

• Bus Matrix for HR Processes

• Employee Profile Tracking

• Headcount Periodic Snapshot

• Multivalued Skill Keyword Attributes

• Packaged Analytic Solutions and Data Models

• Recursive Employee Hierarchies

• Survey Questionnaire Data

• Human Resource

Management

• Building a Web

Warehouse for

Accessibility Data

http://www.fing.edu.

uy/inco/grupos/csi/esp/Cu

rsos/cursos_act/2007/Dat

aWarehouse/Material/p43

-thomsen-DOLAP06.pdf

• Warehousing Web

Data

http://arxiv.

org/ftp/arxiv/papers/0705/ 0705.1456.pdf

19

F2F

LO 3 LO 4

Data warehouse design with Kimball approach : An

Overview

• Data warehouse design with Kimball approach: An Overview

• Data Warehouses and Executive Information Systems - Ignoring the Hype http://www.eunis. org/events/congresses/E UNIS97/papers/022802. html

Page 13: ISYS6200 Data Warehousecurriculum.binus.ac.id/files/2015/09/CO-ISYS6200.pdf · 1. Ralph Kimball. (2013). The data warehouse toolkit: the definitive guide to dimensional modeling

FM - BINUS - AA- FPA - 27/R1

ISYS6200 - Data Warehouse | 13 Course Outline

Study Program Information Systems - Bina Nusantara University

• Common Pitfalls to Avoid

• Life-cycle BI Applications Track

• Life-cycle Data Track

• Life-cycle Launch Activities

• Life-cycle Road-map

• Life-cycle Technology Track

• Data Warehouse &

EIS: An Overview and

Comparison

http://its.psu.

edu/training/handouts/Dat

aWarehouse_and_EIS_C omparison.pdf

20

F2F

LO 3

LO 4

Data warehouse design with Kimball approach : An

Overview

• Common Pitfalls to Avoid

• Life-cycle BI Applications Track

• Life-cycle Data Track

• Life-cycle Launch Activities

• Life-cycle Road-map

• Life-cycle Technology Track

• Data warehouse

design with Kimball

approach : An Overview

• Data Warehouses

and Executive

Information Systems -

Ignoring the Hype

http://www.eunis.

org/events/congresses/E

UNIS97/papers/022802.

html

• Data Warehouse &

EIS: An Overview and

Comparison

http://its.psu.

edu/training/handouts/Dat

aWarehouse_and_EIS_C omparison.pdf

21

F2F

LO 3

LO 4

Dimensional Modeling Process and Tasks

• Design the Dimensional Model

• Get Organized

• Modeling Process Overview

• Dimensional

Modeling Process and

Tasks

• Comprehensive

Compliance Auditing and

Controls for BI/DW

Environments

http://ebookbrowse.

com/gdoc.php?

id=305692103&url=a113

680b91c085aff85ddd74b

058c7e5

• Building an

Enterprise Data

Warehouse and Business

Intelligence Solution

http://www.intel.

com/it/pdf/bus-solutions.

pdf

Page 14: ISYS6200 Data Warehousecurriculum.binus.ac.id/files/2015/09/CO-ISYS6200.pdf · 1. Ralph Kimball. (2013). The data warehouse toolkit: the definitive guide to dimensional modeling

FM - BINUS - AA- FPA - 27/R1

ISYS6200 - Data Warehouse | 14 Course Outline

Study Program Information Systems - Bina Nusantara University

22

F2F LO 3

LO 4

Dimensional Modeling Process and Tasks

• Design the Dimensional Model

• Get Organized

• Modeling Process Overview

• Dimensional

Modeling Process and

Tasks

• Comprehensive

Compliance Auditing and

Controls for BI/DW

Environments

http://ebookbrowse.

com/gdoc.php?

id=305692103&url=a113

680b91c085aff85ddd74b

058c7e5

• Building an

Enterprise Data

Warehouse and Business

Intelligence Solution

http://www.intel.

com/it/pdf/bus-solutions. pdf

23

F2F

LO 3

LO 4

ETL Subsystems and Techniques

• Cleaning and Conforming Data

• Delivering: Prepare for Presentation

• Extracting: Getting Data into the Data Warehouse

• Managing the ETL Environment

• Round Up the Requirements

• The 34 Subsystems of ETL

• ETL Subsystems

and Technique

• Data Warehouse

Project Scoping and

Planning

http://www.executionmih.

com/data-

warehouse/project-

scoping-planning.php

• Data Warehouse

Project Management

http://www.dwreview.

com/Articles/Project_Man agement.html

24

F2F

LO 3

LO 4

ETL Subsystems and Techniques

• Cleaning and Conforming Data

• Delivering: Prepare for Presentation

• Extracting: Getting Data into the Data Warehouse

• Managing the ETL Environment

• Round Up the Requirements

• The 34 Subsystems of ETL

• ETL Subsystems

and Technique

• Data Warehouse

Project Scoping and

Planning

http://www.executionmih.

com/data-

warehouse/project-

scoping-planning.php

• Data Warehouse

Project Management

http://www.dwreview.

com/Articles/Project_Man agement.html

Page 15: ISYS6200 Data Warehousecurriculum.binus.ac.id/files/2015/09/CO-ISYS6200.pdf · 1. Ralph Kimball. (2013). The data warehouse toolkit: the definitive guide to dimensional modeling

FM - BINUS - AA- FPA - 27/R1

ISYS6200 - Data Warehouse | 15 Course Outline

Study Program Information Systems - Bina Nusantara University

25

F2F

LO 3

LO 4

ETL System Design and Development Process and

Tasks

• Develop Incremental ETL Processing

• Develop One-Time Historic Load Processing

• Develop the ETL Plan

• ETL Process Overview

• Real-Time Implications

• ETL System Design

and Development

Process and Tasks

• Retail Data

Warehousing—The-

State-of-the-Art,

http://www.b-eye-

network.com/view/769

• Data Warehouse

Development,

http://fairuzelsaid.files.

wordpress.

com/2009/10/bab-3-

pengembangan-data- warehouse.pdf

26

F2F

LO 3

LO 4

ETL System Design and Development Process and

Tasks

• Develop Incremental ETL Processing

• Develop One-Time Historic Load Processing

• Develop the ETL Plan

• ETL Process Overview

• Real-Time Implications

• ETL System Design

and Development

Process and Tasks

• Retail Data

Warehousing—The-

State-of-the-Art,

http://www.b-eye-

network.com/view/769

• Data Warehouse

Development,

http://fairuzelsaid.files.

wordpress.

com/2009/10/bab-3-

pengembangan-data- warehouse.pdf

Page 16: ISYS6200 Data Warehousecurriculum.binus.ac.id/files/2015/09/CO-ISYS6200.pdf · 1. Ralph Kimball. (2013). The data warehouse toolkit: the definitive guide to dimensional modeling

Study Program Information Systems - Bina Nusantara University

FM - BINUS - AA- FPA - 27/R1

ISYS6200 - Data Warehouse | 16

8. Evaluation

Laboratory

Lecture

Assessment Activity

LO

1 2 3 4

ASSIGNMENT

FINAL EXAM

Final Evaluation Score

Aspects Weight

Practicum 30%

Theory 70%

9. Assessment Rubric (Study Program Specific Outcomes)

LO

Indicators

Proficiency Level

Excellent (85 - 100)

Good (75 - 84)

Average (65 - 74)

Poor (<= 64)

LO 1

1.1. Ability to explain data warehouse

concept and components

The explained

concept is

complete and

clearly stated

This explained

concept is not

complete and

clearly stated

This explained

concept is not

complete and

clearly stated

The concept

explained is not

complete and

not clearly

stated

1.2. Ability to explain data warehouse

architecture

Ability to

explain data

warehouse

architecture

The explained

architecture is

complete and

clearly stated

The

architecture

explained is

complete and

not clearly stated

The

architecture

explained is not

complete and

not clearly stated

LO 2

2.1. Ability to explain the

requirements to design data

warehouse

The explained

requirement is

complete and

clearly stated

The explained

requirement is

not complete

and clearly

stated

The

requirement

explained is

complete and

not clearly stated

The

requirement

explained is not

complete and

not clearly stated

Assessment Activity

LO

1 2 3 4

ASSIGNMENT

FINAL EXAM

Page 17: ISYS6200 Data Warehousecurriculum.binus.ac.id/files/2015/09/CO-ISYS6200.pdf · 1. Ralph Kimball. (2013). The data warehouse toolkit: the definitive guide to dimensional modeling