[Q129-Q145] Updated Nov-2026 Exam Engine or PDF for the DMF-1220 Tests Free Updated Today!

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Updated Nov-2026 Exam Engine or PDF for the DMF-1220 Tests Free Updated Today!

Ultimate Guide to Prepare DMF-1220 with Accurate PDF Questions

DAMA DMF-1220 Exam Syllabus Topics:

Section	Objectives
Topic 1: Data Modeling and Design
Topic 2: Data Architecture
Topic 3: Data Security
Topic 4: Document and Content Management
Topic 5: Data Storage and Operations
Topic 6: Data Governance
Topic 7: Data Warehousing and Business Intelligence
Topic 8: Reference and Master Data
Topic 9: Data Integration and Interoperability
Topic 10: Data Quality Management
Topic 11: Metadata Management

NO.129 To understand and evaluate ethical use of data within the organization what principles should we base our decisions on?

Principles focused on ideas such as fairness, respect, responsibility, integrity, quality, reliability, transparency and trust

Data Security and Privacy Principles

Data Management principles that have been agreed by the organization

There are several ethical theories that need to be understood and will provide the principles we have to apply: 1. Virtue-based ethics. 2. Deontological ethics. 3. Consequentialist ethics

Generally Accepted Information Principles defined by GAAP

NO.130 To become data-centric, organizations need to think differently. They need to recognize:

That managing data is the same as delivering reporting

That managing data is different from managing IT

That managing data is the same as making better business decisions

That managing data is the same as managing finance

That managing data is the same as managing IT

Data-centric organizations distinguish data management from IT management. The DAMA-DMBOK states:
“A data-centric organization recognizes that managing data is distinct from managing IT, focusing on data as a strategic asset separate from technology infrastructure” (DMBOK2, Chapter 1: Data Management, p. 17).
Option B is correct.
Reference:DAMA-DMBOK2, Chapter 1: Data Management, Section 2.1, p. 17.

NO.131 A hacker is a person who finds unknown operations and pathways within complex computer system. Hackers are only bad.

TRUE

FALSE

NO.132 Data science merges data mining, statistical analysis, and machine learning with the integration and data modelling capabilities, to build predictive models that explore data content patterns.

FALSE

TRUE

NO.133 DMMA ratings represent a snapshot of the organization’s capability level.

TRUE

FALSE

NO.134 The list of V’s include:

Volatility

Volume

Veracity

Viscosity

Variety

Validity

NO.135 Data science depends on:

Information alignment and analysis

Presentation of findings and data insights

Rich data sources

Information delivery

NO.136 An implemented warehouse and its customer facing BI tool is a data product.

TRUE

FALSE

NO.137 Please select correct term for the following sentence: An organization shall assign a senior executive to appropriate individuals, adopt policies and processes to guide staff and ensure program audibility.

Principle of integrity

Principle of availability

Principle of retention

Principle of accountability

NO.138 Vulnerability is defined as:

a patch in a system that allows it to be successfully unpatched and compromised.

being highly data risk rated

a strength in a system that allows external stakeholders to view data records.

a weakness or defect in a system that allows it to be successfully attacked and compromised.

NO.139 An information maturity assessment provides a valuable input to Data Governance planning because it provides:

An assessment of the ability of the organization to utilize data and information in an advanced manner

A benchmark against the organization’s peers to drive dissatisfaction with current state among senior leadership

A detailed roadmap for information management related change in the organization

It identifies key weaknesses in the Information Strategy of the organization which impede good governance

Stakeholders require a visual representation in graphical form of their current state versus target state

NO.140 There are three techniques for data-based change data capture, namely:

The source system populates specific data elements.

Application automated interfaces

The source system processes copy data that has changed into a separate object as part of the transaction, which is then used for the extract process.

The source systems send binary code through ASCI that makes the process rapid.

The source system processes add to a simple list of objects and identifiers when changing data, which is then used to control selection of data extraction.

None of the above

NO.141 According to the DMBoK, Data Governance is central to Data Management. In practical terms, what other functions of Data Management are required to ensure that your Data Governance programme is successful?

Master Data, Data Quality, and Data Development

Data Quality, Content and Document Management, and Data Development

Data Modelling, Data Architecture and Master Data Management

Data Quality, Data Architecture, and Metadata Management

Data Architecture, Data Security, and Metadata Management

NO.142 All data is of equal importance. Data quality management efforts should be spread between all the data in the organization.

TRUE

FALSE

NO.143 Bias refers to an inclination of outlook. Please select the types of data bias:

Data collection for pre-defined results

Hunch and search

Positive reinforcement