CMA > Part 1 > Technology & Analytics

Technology & Analytics

15% of the CMA Part 1 exam · 100 practice questions

Question 1easy

Which technology automates repetitive, rule-based tasks previously performed by humans?

Question 2easy

Business intelligence (BI) tools primarily help organizations:

Question 3easy

What type of data analytics identifies patterns and predicts future outcomes?

Question 4medium

Data governance ensures:

Question 5medium

An ERP system integrates:

Question 6medium

Which visualization is best for showing the relationship between two continuous variables?

Question 7medium

Data mining differs from traditional querying because it:

Question 8hard

Blockchain technology provides value in accounting primarily through:

Question 9hard

Which cybersecurity attack tricks users into revealing sensitive information through fraudulent communications?

Question 10hard

In a data warehouse, the ETL process stands for:

Question 11easy

Which cloud computing service model provides virtualized computing resources such as servers, storage, and networking over the internet?

Question 12easy

What type of analytics answers the question 'What happened?' by summarizing historical data?

Question 13easy

In a data warehouse environment, what does a 'data mart' represent?

Question 14easy

Which technology uses a distributed ledger to record transactions across multiple computers so that records cannot be altered retroactively?

Question 15easy

What does the acronym 'SaaS' stand for in cloud computing?

Question 16easy

Which type of cyberattack involves encrypting a victim's data and demanding payment for the decryption key?

Question 17easy

XBRL is primarily used in financial reporting to accomplish which of the following?

Question 18easy

Which of the following best describes 'big data'?

Question 19easy

What is the primary purpose of a data governance framework in an organization?

Question 20easy

PaaS (Platform as a Service) provides which of the following to its users?

Question 21easy

Which of the following is a common data visualization tool used to display the proportion of parts to a whole?

Question 22easy

What is the Internet of Things (IoT)?

Question 23easy

Digital transformation in an organization primarily involves which of the following?

Question 24easy

Which of the following best describes continuous auditing?

Question 25easy

Which cybersecurity threat involves manipulating people into divulging confidential information through psychological tactics?

Question 26easy

What is the primary function of an ERP system's financial module?

Question 27easy

A dashboard that shows key performance indicators (KPIs) in real time is an example of which technology?

Question 28easy

In the context of data analytics, what does 'data cleansing' refer to?

Question 29easy

COBIT is a framework primarily used for which purpose?

Question 30easy

Which of the following is a characteristic of cloud computing?

Question 31easy

What is the 'Transform' step in the ETL process?

Question 32easy

Machine learning in accounting can be applied to which of the following tasks?

Question 33easy

A heat map is a data visualization technique best used for which purpose?

Question 34easy

Which of the following is a key benefit of implementing an ERP system?

Question 35easy

Diagnostic analytics is used to answer which fundamental question?

Question 36easy

Which of the following best describes a data lake?

Question 37easy

What is the primary purpose of multi-factor authentication (MFA) in cybersecurity?

Question 38easy

In data visualization, a bar chart is most appropriate for which purpose?

Question 39easy

Which of the following is a primary risk associated with cloud computing?

Question 40easy

Continuous monitoring in an IT environment refers to which of the following?

Question 41medium

A management accountant is evaluating whether to implement a cloud-based ERP system. Which of the following is the most significant advantage of a cloud-based ERP over an on-premise solution?

Question 42medium

Prescriptive analytics differs from predictive analytics in that prescriptive analytics:

Question 43medium

A company's data warehouse uses a star schema. Which of the following best describes this design?

Question 44medium

An organization is implementing RPA to automate its accounts payable process. Which of the following tasks is LEAST suitable for RPA automation?

Question 45medium

Which of the following scenarios represents a potential application of AI in management accounting?

Question 46medium

In the context of IT governance, COBIT 2019 introduces the concept of 'governance system design factors.' Which of the following is one of these design factors?

Question 47medium

A company discovers that its customer database contains duplicate records, inconsistent formatting, and missing values. Which data management process should be prioritized first?

Question 48medium

Which of the following is the best example of using predictive analytics in a manufacturing context?

Question 49medium

When implementing a data warehouse, the process of slowly changing dimensions (SCD) is used to:

Question 50medium

A company uses blockchain technology for its supply chain. Which benefit is MOST directly achieved?

Question 51medium

Which of the following best describes the role of an ETL tool in business intelligence?

Question 52medium

A management accountant notices that a cybersecurity incident has occurred where an employee received an email appearing to be from the CEO requesting an urgent wire transfer. This attack is best classified as:

Question 53medium

An organization is considering implementing IoT sensors in its manufacturing plant. Which of the following is a key risk that should be evaluated?

Question 54medium

In a data analytics project, which technique is used to identify groups of similar items within a dataset without predefined categories?

Question 55medium

Which of the following is a key principle of data governance that ensures data remains consistent and accurate throughout its lifecycle?

Question 56medium

A company plans to use natural language processing (NLP) to analyze customer feedback from multiple sources. This is an example of which type of data analytics?

Question 57medium

When evaluating the total cost of ownership (TCO) for an ERP implementation, which of the following costs is most commonly underestimated?

Question 58medium

A management accountant uses regression analysis on historical sales data to estimate future revenue. This is an application of:

Question 59medium

Which of the following is a primary concern when using AI algorithms for financial decision-making?

Question 60medium

What role does a data steward play in an organization's data governance structure?

Question 61medium

In the context of digital transformation, 'process mining' is best described as:

Question 62medium

Which data visualization is most appropriate for showing trends in monthly revenue over a three-year period?

Question 63medium

A company implements a Zero Trust security model. Which principle best characterizes this approach?

Question 64medium

In an ERP system, the concept of a 'single source of truth' means:

Question 65medium

Which of the following describes a 'smart contract' on a blockchain?

Question 66medium

An organization wants to improve its cybersecurity posture. Which of the following is the MOST effective first step?

Question 67medium

Which of the following technologies enables continuous auditing by automatically testing 100% of transactions against predefined rules?

Question 68medium

The 'three Vs' traditionally used to characterize big data are:

Question 69medium

When implementing RPA, a 'bot' encounters an exception it cannot handle. What is the recommended best practice?

Question 70medium

A snowflake schema in data warehousing differs from a star schema in that it:

Question 71medium

Which of the following is a key feature of XBRL that benefits financial regulators?

Question 72medium

In the context of cybersecurity, what is the purpose of a 'penetration test'?

Question 73medium

An organization is using data analytics to detect potential fraud in expense reports. Which analytical technique would be most appropriate for identifying unusual patterns?

Question 74medium

Which type of cloud deployment model provides a dedicated computing environment for a single organization?

Question 75medium

Data visualization best practices suggest that a treemap is most useful for:

Question 76medium

Which of the following best describes the concept of 'data lineage' in data governance?

Question 77medium

A management accountant is building a predictive model for customer churn. Which metric is used to evaluate the model's ability to correctly identify customers who will actually leave?

Question 78medium

In the context of digital transformation, an 'API' (Application Programming Interface) enables:

Question 79medium

Which of the following is a benefit of using robotic process automation (RPA) in the month-end close process?

Question 80medium

Which of the following is a key difference between structured and unstructured data in the context of data analytics?

Question 81hard

A multinational company is implementing a global ERP system and must decide between a 'Big Bang' approach and a phased rollout. Which of the following is the most significant risk specific to the Big Bang approach?

Question 82hard

An organization's data analytics team discovers that its predictive model for loan default has a high accuracy rate overall but performs poorly for minority demographic groups. This phenomenon is best described as:

Question 83hard

A company is evaluating its IT governance using COBIT 2019. The assessment reveals that the 'Managed Security' process is at capability level 2. According to COBIT 2019's capability model, what does this mean?

Question 84hard

When designing a data warehouse, a management accountant must choose between real-time data loading and batch processing. Which scenario most strongly justifies the additional cost and complexity of real-time data loading?

Question 85hard

A company implements a blockchain-based system for intercompany transactions within its global operations. Which of the following represents the most significant challenge for the management accounting function?

Question 86hard

An advanced persistent threat (APT) differs from a typical cyberattack primarily because:

Question 87hard

A company's continuous auditing system generates a high number of false positive alerts. What is the most appropriate course of action?

Question 88hard

In the context of big data analytics, the concept of 'data veracity' refers to:

Question 89hard

A management accountant is implementing a machine learning model for revenue forecasting. The model performs extremely well on training data but poorly on new, unseen data. This problem is known as:

Question 90hard

A company is using prescriptive analytics to optimize its supply chain. The model recommends a significant reduction in safety stock levels. Before acting on this recommendation, the management accountant should MOST importantly consider:

Question 91hard

An organization discovers that its RPA bots have been processing transactions based on an outdated business rule that changed two months ago. This failure highlights a deficiency in which area?

Question 92hard

A company is evaluating the implementation of a private blockchain versus a public blockchain for recording intercompany transactions. Which factor MOST strongly favors a private blockchain?

Question 93hard

In the context of AI-driven financial close processes, 'explainability' is critical because:

Question 94hard

An organization implements a Security Information and Event Management (SIEM) system. Which of the following best describes the primary function of a SIEM?

Question 95hard

A company's data governance board is establishing data classification policies. Which approach best supports both regulatory compliance and operational efficiency?

Question 96hard

When using deep learning neural networks for financial fraud detection, which challenge is most unique to deep learning compared to traditional statistical methods?

Question 97hard

A company is designing its data warehouse and must decide between a Kimball (bottom-up) and Inmon (top-down) approach. Which factor most strongly favors the Kimball approach?

Question 98hard

An organization uses IoT-enabled sensors to monitor environmental conditions in its data center. The sensors generate data every second. Which data processing approach is most appropriate for detecting and responding to critical temperature spikes?

Question 99hard

A management accountant is assessing the cybersecurity maturity of the organization using the NIST Cybersecurity Framework. The five core functions of this framework are:

Question 100hard

In an ERP post-implementation review, management discovers that users have created numerous workarounds and shadow IT systems (e.g., spreadsheets) outside the ERP. This most likely indicates: