Data Quality Masterclass – The Complete Course

سرفصل های دوره

Learn Data Quality Management from A to Z. This complete guide covers all Data Quality Principles, Techniques and more

1 - Introduction

1 - Introduction

2 - Data-Quality-Example.xlsx

2 - Data-Quality-Masterclass-Guide.pdf

2 - Download the Course Resources

3 - Certificate of Completion how to get it

3 - Guide from Udemy How to get your Certificate of Completion.txt

2 - The Basics

4 - What is Data Quality

5 - What is Data Quality Management

6 - The Impact of Poor Data Quality

7 - Estimations on Cost of Poor Data Quality

8 - Data Quality Issue from real world case studies

9 - Why do we have bad data

3 - 6 Key Data Quality Dimensions

10 - What is a Data Quality Dimension

11 - Data Accuracy

11 - Data-Quality-Example.xlsx

12 - Data Validity

13 - Data Timeliness

14 - Data Completeness

15 - Data Uniqueness

16 - Data Consistency

16 - Data-Quality-Final.xlsx

4 - Data Quality Rules

17 - What are Data Quality Rules

18 - Steps to Implement your own Data Quality Rules

19 - Example of implementing Data Quality Rules

20 - Data Quality Rules Example 2

5 - Data Quality TechniquesTools

21 - Data Profiling What is it

22 - Data Profiling use cases

23 - Data Parsing

24 - Benefits of Data Parsing

25 - Data Standardization

26 - Identity Resolution

27 - Identity Resolution Process

28 - Identity Resolution Benefits

29 - Data Linkage

30 - Data Cleansing

31 - Data enhancement

32 - Data inspection and monitoring

6 - Data Quality Roles

33 - Data Quality Roles intro

34 - Data Quality Manager

35 - Data Quality Analyst

36 - Data Owner

37 - Data Steward

38 - Data Custodian

39 - Data consumer

7 - Data Quality Process

40 - The Data Quality Management process

41 - Step 1 Define the Data Quality Improvement goals

42 - Step 2 Data Profiling

43 - Step 3 Conduct Data Quality Assessment

44 - Step 3 addition Using Root Cause Analysis Tools

45 - Step 4 Resolve Data Quality Issues

46 - Step 5 Monitor and Control

8 - Data Quality Tools

47 - Why Data Quality Tools are important

48 - What is important in a Data Quality Tool

49 - The Magic Quadrant for Data Quality Solutions by Gartner

50 - Informatica

51 - IBM

52 - SAP

53 - Talend

54 - Precisely

55 - Ataccama

56 - How to choose the right Data Quality Tool

9 - Optional Section Data Governance

57 - Why invest time learning about Data Governance

58 - What is the difference between Data Governance and Data Quality

59 - Data Governance Definition

60 - Why do you need Data Governance

61 - Data Governance Gone Wrong

62 - Data Governance Core Principles

63 - Data Governance Roles Respnsibilities

10 - Data Quality Best Practices

64 - Top 5 Best Practices to implement

11 - Optional Section Example of a Data Quality Tool

65 - Intro

66 - Setting up your account

67 - The Interface

68 - Connect to Data

69 - Running Jobs

70 - Job options

71 - Overview of Data Quality Scoring

72 - Data Profile page

73 - Shapes

74 - Duplicates

75 - Schema

76 - Record

77 - Source

78 - Pattern

79 - How to adjust the features

80 - Outliers

81 - Rules

82 - Data Behaviour

83 - Outro

12 - What Next

84 - Thank You

85 - Bonus Lecture.html

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تولید کننده: Udemy