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202 | ID,ConceptName,Dependencies
201,Mathematics,
1,Data,201
2,Information,1
3,Knowledge,2
4,Data Types,1
5,Data Structures,4
6,Data Storage,5
7,Data Processing,5
8,Data Collection,1
9,Data Input,8
10,Data Output,7
11,Data Flow,9|10
12,Data Lifecycle,8|6|7|10
13,Data Modeling,5
14,Data Analysis,7
15,Data Visualization,14
16,Database,5|6
17,Relational Databases,16
18,Non-relational Databases,16
19,Structured Data,1
20,Unstructured Data,1
21,Semi-structured Data,1
22,Data Warehouse,16
23,Data Mart,22
24,Data Lake,16
25,Data Integration,16|7
26,Data Migration,16|25
27,Data Transformation,7|25
28,Data Quality,1
29,Data Validation,28
30,Data Cleansing,28
31,Data Profiling,28
32,Data Governance,28
33,Data Management,32
34,Data Architecture,33
35,Enterprise Architecture,34
36,Metadata,1
37,Master Data,36
38,Transactional Data,1
39,Operational Data,1
40,Analytical Data,1
41,Data Security,1
42,Data Privacy,41
43,Data Compliance,41
44,Data Standards,33
45,Data Policies,33
46,Data Stewardship,33
47,Data Ownership,33
48,Data Lineage,36
49,Data Catalog,36
50,Data Discovery,49
51,Data Classification,36
52,Data Segmentation,51
53,Data Encryption,41
54,Data Masking,41
55,Data Anonymization,41
56,Data Retention,45
57,Data Disposal,56
58,Information Lifecycle Management,12|45
59,Data Strategy,33
60,Data Governance Frameworks,32
61,Data Governance Models,32
62,Data Stewardship Roles,46
63,Chief Data Officer,33
64,Data Literacy,33
65,Data Culture,33
66,Data-Driven Decision Making,14
67,Business Intelligence,14|16
68,Data Analytics,14
69,Big Data,1
70,Data Mining,68
71,Data Science,68
72,Data Engineering,33
73,Data Visualization Techniques,15
74,Data Interpretation,14
75,Predictive Analytics,68
76,Prescriptive Analytics,68
77,Descriptive Analytics,68
78,Diagnostic Analytics,68
79,Artificial Intelligence,71
80,Machine Learning,71
81,Deep Learning,80
82,Neural Networks,81
83,Natural Language Processing,80
84,Data Ethics,41
85,Data Bias,84
86,Data Quality Metrics,28
87,Data Harmonization,25
88,Data Enrichment,25
89,Data Standardization,44
90,Data Virtualization,25
91,Data Federation,25
92,Data Orchestration,25
93,Data Pipelines,25
94,Extract, Transform, Load Processes,25|27
95,Real-Time Data Processing,7
96,Batch Processing,7
97,Stream Processing,7
98,In-Memory Data Processing,7
99,Edge Computing,95
100,Internet of Things Data,99
101,Sensor Data,100
102,Cloud Computing,6
103,On-Premises Data Storage,6
104,Hybrid Cloud,102|103
105,Public Cloud,102
106,Private Cloud,102
107,Multi-Cloud Strategy,102
108,Software as a Service,102
109,Platform as a Service,102
110,Infrastructure as a Service,102
111,Data as a Service,102
112,Data Access,41
113,Application Programming Interfaces,112
114,Microservices Architecture,113
115,Service-Oriented Architecture,113
116,Enterprise Service Bus,115
117,Middleware,115
118,Data Lakes,24
119,Data Lakehouse,24|22
120,Data Swamps,24
121,Data Silos,25
122,Data Integration Tools,25
123,Data Replication,25
124,Data Synchronization,25
125,Data Indexing,16
126,Data Partitioning,16
127,Data Sharding,16
128,High Availability Systems,6
129,Disaster Recovery,128
130,Backup and Restore Procedures,128
131,Data Compression,6
132,Data Decompression,131
133,Data Security Protocols,41
134,Identity and Access Management,41
135,Role-Based Access Control,134
136,Authentication Mechanisms,134
137,Authorization Processes,134
138,Data Breach Response,41
139,Incident Management,138
140,Security Information and Event Management,138
141,Intrusion Detection Systems,138
142,Firewall Protection,138
143,Encryption Standards,53
144,Data Privacy Impact Assessment,42
145,Privacy by Design,42
146,Consent Management,42
147,Data Subject Rights,42
148,Data Loss Prevention,41
149,Data Protection Officer,42
150,Data Compliance Regulations,43
151,General Data Protection Regulation,150
152,Health Insurance Portability and Accountability Act,150
153,Data Auditing,43
154,Data Controls,43
155,Data Risk Management,43
156,Data Compliance Audits,153
157,Data Supply Chain,25
158,Data Ecosystem,33
159,Data Fabric,25
160,Data Mesh,25
161,Event-Driven Architecture,115
162,Data Monetization,33
163,Data Marketplace,162
164,Data Brokerage,163
165,Data Asset Valuation,162
166,Data Ownership Models,47
167,Data Licensing,47
168,Open Data Initiatives,33
169,Data Philanthropy,168
170,Data for Social Good,168
171,Data Legislation,150
172,Data Sovereignty,171
173,Data Localization,171
174,Data Governance Maturity Models,32
175,Data Quality Assessment,28
176,Data Governance Tools,32
177,Data Architecture Tools,34
178,Enterprise Data Modeling Tools,13
179,Data Management Platforms,33
180,Data Competency,33
181,Data Democratization,64
182,Data Literacy Programs,64
183,Data Competency Centers,180
184,Data Stewardship Committees,46
185,Data Ethics Committees,84
186,Data Culture Change Management,65
187,Data Literacy Training,64
188,Data Competency Frameworks,180
189,Data Strategy Development,59
190,Data Policy Development,45
191,Data Standard Development,44
192,Data Classification Schemes,51
193,Data Taxonomy,51
194,Data Ontology,51
195,Semantic Data Modeling,13
196,Conceptual Data Model,195
197,Logical Data Model,195
198,Physical Data Model,195
199,Entity-Relationship Modeling,195
200,Unified Modeling Language,195
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