CISA Isaca Certified Information Systems Auditor Free Practice Exam Questions (2025 Updated)

Visualization technology is the use of software and hardware to create graphical representations of data, such as charts, graphs, maps, images, etc. Visualization technology can help users to understand, analyze, and communicate complex and large amounts of data in an intuitive and engaging way1.

One of the primary advantages of using visualization technology for corporate applications is that it can improve the utilization of resources, such as time, money, human capital, and physical assets. Some of the ways that visualization technology can achieve this are:

Visualization technology can help users to quickly and easily explore, filter, and interact with data, reducing the need for manual data processing and analysis1. This can save time and effort for both data producers and consumers, and allow them to focus on more value-added tasks.

Visualization technology can help users to discover patterns, trends, outliers, correlations, and causations in data that may otherwise be hidden or overlooked in traditional reports or tables1. This can enable users to make better and faster decisions based on data-driven insights, and optimize their strategies and actions accordingly.

Visualization technology can help users to communicate and share data more effectively and persuasively with different audiences, such as customers, partners,investors, regulators, etc1. This can enhance the reputation and credibility of the organization, and foster collaboration and innovation among stakeholders.

Visualization technology can help users to monitor and measure the performance and impact of their activities, products, services, or processes1. This can help users to identify problems or opportunities for improvement, and adjust their plans or actions accordingly.

Visualization technology can help users to create engaging and interactive experiences for their customers or end-users1. This can increase customer satisfaction and loyalty, and generate more revenue or value for the organization.

Therefore, using visualization technology for corporate applications can help organizations to better utilize their resources and achieve their goals.

 Problem management is an IT service management activity that is most likely to help with identifying the root cause of repeated instances of network latency. Problem management involves analyzing incidents that affect IT services and finding solutions to prevent them from recurring or minimize their impact. Change management is an IT service management activity that involves controlling and documenting any modifications to IT services or infrastructure. Incident management is an IT service management activity that involves restoring normal service operation as quickly as possible after an incident has occurred. Configuration management is an IT service management activity that involves identifying and maintaining records of IT assets and their relationships. References: ISACA, CISA Review Manual, 27th Edition, 2018, page 334

The best way to ensure data integrity across system interfaces is to perform reconciliation. Reconciliation is the process of comparing and verifying the data from different sources or systems to ensure that they are consistent, accurate, and complete. Reconciliation can help to identify and resolve any discrepancies, errors, or anomalies in the data that could affect the quality, reliability, or validity of the information. Reconciliation can also help to detect and prevent any unauthorized or fraudulent data manipulation or modification. References:

CISA Review Manual (Digital Version)

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The finding that should be of greatest concern to the IS auditor is that user accounts are shared between users. User accounts are unique identifiers that grant access to an organization’s financial business application based on the roles and responsibilities of the users. User accounts should be individualized and personalized to ensure accountability, traceability, and auditability of user actions and transactions. User accounts should not be shared between users, because this can compromise the confidentiality, integrity, and availability of the financial data and systems, and can enable unauthorized or fraudulent activities. If user accounts are shared between users, the IS auditor may not be able to determine who performed what action or transaction, or whether the user had the appropriate authorization or approval. The other findings are also concerning, but not as much as user account sharing, because they either affect the password strength or frequency rather than the useridentity, or they relate to monitoring rather than controlling user access. References: CISA Review Manual (Digital Version)1, Chapter 5, Section 5.2.2

The best way to validate that appropriate security controls are in place to prevent data loss is to review compliance with data loss and applicable mobile device user acceptance policies. This will ensure that the organization has established clear rules and guidelines for employees to follow when connecting their personal devices to company-owned computers. A walk-through, a DLP tool configuration, and a security awareness training are not sufficient to validate the effectiveness of the controls, as they may not cover all possible scenarios and risks. References: IT Audit Fundamentals Certificate Resources

 A system electronic log is the most useful source of information for an IS auditor to review all access attempts to a video-monitored and proximity card-controlled communications room. A system electronic log can provide accurate and detailed records of the date, time, card number, and status (success or failure) of each access attempt. A system electronic log can also be easily searched, filtered, and analyzed by the auditor to identify any unauthorized or suspicious access attempts.

A manual sign-in and sign-out log is not as reliable or useful as a system electronic log, because it depends on the honesty and compliance of the users. A manual log can be easily manipulated, forged, or omitted by the users or intruders. A manual log also does not capture the status of each access attempt, and it can be difficult to verify the identity of the users based on their signatures.

An alarm system with CCTV is not as useful as a system electronic log, because it only captures the events that trigger the alarm, such as unauthorized or forced entry. An alarm system with CCTV does not provide a complete record of all access attempts, and it can be affected by factors such as camera angle, lighting, and resolution. An alarm system with CCTV also requires more time and effort to review the video footage by the auditor.

A security incident log is not as useful as a system electronic log, because it only records the incidents that are reported by the users or detected by the security staff. A security incident log does not provide a comprehensive record of all access attempts, and it can be incomplete or inaccurate depending on the reporting and detection mechanisms. A security incident log also does not capture the details of each access attempt, such as the card number and status.

 A differential backup scheme is the best option when storage media is limited, as it only backs up the data that has changed since the last full backup. This reduces the amount of storage space required and also simplifies the restoration process, as only the last full backup and the last differential backup are needed. A real-time backup scheme would require continuous replication of data, which would consume a lot of storage space and network bandwidth. A virtual backup scheme would create a snapshot of the data at a point in time, but it would not reduce the storage space required, as it would still need to store the changes made to the data. A full backup scheme would back up all the data every time, which would require the most storage space and also take longer to complete. References: ISACA, CISA Review Manual, 27th Edition, 2018, page 405

 The greatest concern for an IS auditor reviewing an organization’s disaster recovery plan (DRP) is that the DRP has not been updated since an IT infrastructure upgrade. This could render the DRP obsolete or ineffective, as it may not reflect the current configuration, dependencies or recovery requirements of the IT systems. The IS auditor should ensure that the DRP is reviewed and updated regularly to align with any changes in the IT environment. The DRP has not been formally approved by senior management is a concern for an IS auditor reviewing an organization’s DRP, but it is not as critical as ensuring that the DRP is up to date and valid. The DRP has not been distributed to end users or the DRP contains recovery procedures for critical servers only are issues that relate to the communication or scope of the DRP, but not to its validity or effectiveness. References: ISACA, CISA Review Manual, 27th Edition, 2018, page 389

 The first step in the incident response process for a suspected breach is to research the validity of the alerted breach. An incident response process is a set of procedures that defines how to handle security incidents in a timely and effective manner. The first step in this process is to research the validity of the alerted breach, which means to verify whether the alert is genuine or false positive, to determine the scope and impact of the incident, and to gather relevant information for further analysis and action. Informing potentially affected customers of the security breach, notifying business management of the security breach, and engaging a third party to independently evaluate the alerted breach are also steps in the incident response process, but they are not the first step. References:

CISA Review Manual, 27th Edition, page 4251

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 Adequate action taken for noncompliance with the service level agreement (SLA) provides the best evidence that outsourced provider services are being properly managed. This shows that the organization is monitoring the performance of the provider and enforcing the terms of the SLA.

The other options are not as convincing as evidence of proper management. Option A, the SLA includes penalties for non-performance, is a good practice but does not guarantee that the penalties are actually applied or that the performance is satisfactory. Option C, the vendor provides historical data to demonstrate its performance, is not reliable because the data may be biased or inaccurate. Option D, internal performance standards align with corporate strategy, is irrelevant to the question of outsourced provider management.

 A corrective control is a control that aims to restore normal operations after a disruption or incident has occurred. Executing emergency response plans is an example of a corrective control, as it helps to mitigate the impact of an incident and resume business functions. Separating equipment development testing and production is a preventive control, as it helps to avoid errors or unauthorized changes in production systems. Verifying duplicate calculations in data processing is a detective control, as it helps to identify errors or anomalies in data processing. Reviewing user access rights for segregation is also a detective control, as it helps to detect any violations of segregation of duties principles. References: ISACA, CISA Review Manual, 27th Edition, 2018, page 64

 The IS auditor’s primary focus when evaluating an organization’s offsite storage facility should be the adequacy of physical and environmental controls. Physical and environmental controls are essential to protect the offsite storage facility from unauthorized access, theft, fire, water damage, pests or other hazards that could compromise the integrity and availability of backup media. Shared facilities is something that the IS auditor should consider when evaluating the offsite storage facility, but it is not the primary focus. Results of business continuity plan (BCP) test or retention policy and period are things that the IS auditor should review when evaluating the organization’s BCP or backup strategy, not the offsite storage facility itself. References: ISACA, CISA Review Manual, 27th Edition, 2018, page 388

 An IS auditor should be concerned because deleting the files logically does not overwrite the files’ physical data. Deleting a file from a hard disk only removes the reference or pointer to the file from the file system, but does not erase the actual data stored on the disk sectors. The deleted data can still be recovered using special tools or techniques until it is overwritten by new data. This poses a risk of data leakage, theft, or misuse if the hard disk falls into the wrong hands. To securely dispose of a system containing sensitive data, the hard disk should be wiped or sanitized using methods that overwrite or destroy the physical data beyond recovery. References:

CISA Review Manual (Digital Version)

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 Developing a risk-based plan considering each entity’s business processes would best help to ensure that IS audit still covers key risk areas within the IT environment as part of its annual plan. A risk-based plan is a plan that prioritizes the audit activities based on the level of risk associated with each area or process. A risk-based plan can help to allocate the audit resources more efficiently and effectively, and provide more assurance and value to the stakeholders1.

By considering each entity’s business processes, the IS audit can identify and assess the specific risks and controls that affect the IT environment of each entity, and tailor the audit objectives, scope,and procedures accordingly. This can help to address the unique needs and expectations of eachentity, and ensure that the IS audit covers the key risk areas that are relevant and significant to each entity’s operations, performance, and compliance2.

The other options are not as effective as developing a risk-based plan considering each entity’s business processes in ensuring that IS audit still covers key risk areas within the IT environment as part of its annual plan. Option A, increasing the frequency of risk-based IS audits for each business entity, is not a feasible or efficient solution, as it may increase the audit costs and workload, and create duplication or overlap of audit efforts. Option C, conducting an audit of newly introduced IT policies and procedures, is a limited and narrow approach, as it may not cover all the aspects or dimensions of the IT environment that may have changed or been affected by the split. Option D, revising IS audit plans to focus on IT changes introduced after the split, is a reactive and short-term approach, as it may not reflect the current or future state of the IT environment or the business objectives of each entity.

 The most effective control to protect information assets in a data center from theft by a vendor is to monitor and restrict vendor activities. A vendor may have legitimate access to the data center for maintenance or support purposes, but they may also have malicious intentions or be compromised by an attacker. By monitoring and restricting vendor activities, the organization can ensure that the vendor only performs authorized tasks and does not access or tamper with sensitive data or equipment. Issuing an access card to the vendor, concealing data devices and information labels, and restricting use of portable and wireless devices are also useful controls, but they are not as effective as monitoring and restricting vendor activities in preventing theft by a vendor. References:

CISA Review Manual, 27th Edition, page 3381

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The most important thing to determine during the planning phase of a cloud-based messaging and collaboration platform acquisition is the types of data that can be uploaded to the platform. This is because different types of data may have different security, privacy, and compliance requirements, depending on the nature, sensitivity, and value of the data. For example, personal data, financial data, health data, or intellectual property data may be subject to various laws and regulations thatgovern how they can be collected, stored, processed, and shared in the cloud. Therefore, it is essential to identify and classify the types of data that will be uploadedto the platform, and ensure that the platform meets the organization’s policies and standards for data protection1.

The other options are not as important as the types of data that can be uploaded to the platform during the planning phase of a cloud-based messaging and collaboration platform acquisition. Option A, role-based access control policies, is a mechanism that defines who can access what data and resources on the platform based on their roles and responsibilities. Role-based access control policies are important for ensuring data security and accountability, but they can be designed and implemented after the platform is acquired2. Option C, processes for on-boarding and off-boarding users to the platform, are procedures that enable or disable user accounts and access rights on the platform. Processes for on-boarding and off-boarding users are important for managing user identities and lifecycles, but they can be developed and executed after the platform is acquired3. Option D, processes for reviewing administrator activity, are methods that monitor and audit the actions and events performed by administrators on the platform. Processes for reviewing administrator activity are important for detecting and preventing unauthorized or malicious activities, but they can be established and performed after the platform is acquired4.

The best evidence that an organization’s IT strategy is aligned to its business objectives is that the IT strategy is approved by executive management. This implies that the IT strategy has been reviewed and validated by the senior leaders of the organization, who are responsible for setting and overseeing the business objectives. The IT strategy may be modified inresponse to organizational change, based on IT operational best practices, or have significant impact on the business strategy, but these are not sufficient indicators of alignment without executive approval. References: CISA Review Manual (Digital Version)1, Chapter 1, Section 1.2.1

When reviewing a data classification scheme, it is most important for an IS auditor to determine if the security criteria are clearly documented for each classification. This will help the IS auditor to evaluate if the data classification scheme is consistent, comprehensive, and aligned with the organizational objectives and regulatory requirements. The security criteria should define the level of confidentiality, integrity, and availability for each data classification, aswell as the corresponding controls such as access control, rights management, and cryptographic protection1. The other options are less important or incorrect because:

A. Each information asset is not necessarily assigned to a different classification. Data classification schemesusually have a limited number of categories, such as “Sensitive,” “Confidential,” and “Public,” and multiple information assets can belong to the same category2.

C. Senior IT managers are not necessarily identified as information owners. Information owners are typically the business units or functions that create, use, or maintain the information assets, and they may or may not be senior IT managers3.

D. The information owner is not required to approve access to the asset. The information owner is responsible for defining the access requirements and rules for the asset, but the actual approval of access requests may be delegated to other roles, such as data custodians or administrators3. References: Simplify and Contextualize Your Data Classification Efforts - ISACA, 3.7: Establish and Maintain a Data Classification Scheme, Data Classification and Practices - NIST, CISA Exam Content Outline |CISA Certification | ISACA

 The auditor’s primary concern when capacity management for a key system is being performed by IT with no input from the business would be an unanticipated increase in business’s capacity needs. This could result in performance degradation, service disruption or customer dissatisfaction if IT is not able to provide sufficient capacity to meet the business demand. Failure to maximize the use of equipment, cost of excessive data center storage capacity or impact to future business project funding are secondary concerns that relate to resource optimization or budget allocation, but not to service delivery or customer satisfaction. References: ISACA, CISA Review Manual, 27th Edition, 2018, page 374

The first thing that should be performed before key performance indicators (KPIs) can be implemented is the identification of organizational goals. This is because KPIs are measurable values that demonstrate how effectively an organization is achieving its key business objectives4. Therefore, it is necessary that the organization defines its goals clearly and aligns them with its vision, mission, and strategy. By identifying its goals, the organization can then determine what KPIs are relevant and meaningful to measure its progress and performance . References: 4: CISA Review Manual (Digital Version), Chapter 2: Governance and Management of IT, Section 2.3: Benefits Realization, page 77 : CISA Online Review Course, Module 2: Governance and Management of IT, Lesson 2.3: Benefits Realization : ISACA Journal Volume 1, 2020, Article: How to Measure Anything in IT Governance

The best way to facilitate the legal process in the event of an incident is to preserve the chain of custody of the evidence. The chain of custody is a record of who handled, accessed, or modified the evidence, when, where, how, and why. The chain of custody helps to ensure the integrity, authenticity, and admissibility of the evidence in a court of law. The chain of custody also helps to prevent tampering, alteration, or loss of evidence that could compromise the investigation or the prosecution. References:

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Separate authorization for input of transactions. This control would have best prevented this type of fraud in a retail environment by ensuring that the warehouse employee who handles the inventory items does not have the authority to enter adjustments to the inventory system. This would create a segregation of duties that would reduce the risk of collusion and concealment of theft.

The other options are not as effective as option A in preventing this type of fraud. Option B, statistical sampling of adjustment transactions, is a detective control that may help identify fraudulent transactions after they have occurred, but it does not prevent them from happening in the first place. Option C, unscheduled audits of lost stock lines, is also a detective control that may reveal discrepancies between the physical and recorded inventory, but it does not address the root cause of the fraud. Option D, an edit check for the validity of the inventory transaction, is a preventive control that may help verify the accuracy and completeness of the transaction data, but it does not prevent unauthorized or fraudulent adjustments.

The primary objective of an IS auditor when reviewing the installation of a new server is to ensure that security parameters are set in accordance with the organization’s policies. Security parameters are settingsor options that control the security level and behavior of the server, such as authentication methods, encryption algorithms, access rights, audit logs, firewall rules, or password policies7. The organization’s policies are documents that define the security goals, requirements, standards, and guidelines for the organization’s information systems. An IS auditor should verify that security parameters are set in accordance with the organization’s policies to ensure that the new server complies with the organization’s security expectations and regulations. The other options are less important or incorrect because:

A. Security parameters should not be set in accordance with the manufacturer’s standards alone, as they may not reflect the organization’s specific security needs and environment. The manufacturer’s standards are general recommendations or best practices for configuring the server’s security parameters based on common scenarios and threats. An IS auditor should compare the manufacturer’s standards with the organization’s policies and identify any gaps or conflicts that need to be resolved.

B. A detailed business case should have been formally approved prior to the purchase of a new server rather than during its installation. A business case is a document that justifies the need for a new server based on its expected benefits, costs, risks, and alternatives. A business case should be approved by senior management before initiating a project to acquire a new server.

D. The procurement project should have invited tenders from at least three different suppliers before purchasing a new server rather than during its installation. A tender is a formal offer or proposal to provide a product or service at a specified price and quality. Inviting tenders from multiple suppliers helps to ensure a fair and competitive procurement process that can result in the best value for money and quality for the organization. References: Server Security - ISACA, [Information Security Policy - ISACA], [Server Hardening - ISACA], [Business Case - ISACA], [Tender - ISACA], [Procurement Management - ISACA]

The most helpful tool in matching demand for projects and services with available resources in a way that supports business objectives is portfolio management. Portfolio management is the process of selecting, prioritizing, balancing and aligning IT projects and services with the strategic goals and value proposition of the organization3. Portfolio management helps the IT organization to allocate resources efficiently and effectively, to deliver value to the business units, and to align IT initiatives with business strategies. Project management, risk assessment results and IT governance framework are also important tools, but they are not as helpful as portfolio management in matching demand and supply of IT projects and services. References:

CISA Review Manual, 27th Edition, page 721

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The best approach to optimize resources when both internal and external audit teams are reviewing the same IT general controls area is to leverage the work performed by external audit for the internal audit testing. This can avoid duplication of efforts, reduce audit costs and enhance coordination between the audit teams. The internal audit team should evaluate the quality and reliability of the external audit work before relying on it. Ensuring both the internal and external auditors perform the work simultaneously is not an efficient use of resources, as it would create redundancy and possible interference. Requesting that the external audit team leverage the internal audit work may not be feasible or acceptable, as the external audit team may have different objectives, standards and independence requirements. Rolling forward the general controls audit to the subsequent audit year is not a good practice, as it would delay the identification and remediation of any control weaknesses in a high-risk area. References: ISACA, CISA Review Manual, 27th Edition, 2018, page 247

 The finding that should be the IS auditor’s greatest concern is that the data model is not clearly documented. A data model is a representation of the structure, relationships, and constraints of the data used by an application. It is a vital component of the software development process, as it helps to ensure the accuracy, consistency, and quality of the data1. A clear and comprehensive documentation of the data model is essential for the maintenance and support of the application, as it facilitates the understanding, modification, and troubleshooting of the data and the application logic2.

If the organization plans to bring the support and future maintenance of the application back in-house, it will need to have access to the data model documentation from the vendor. Without it, the organization may face difficulties in transferring the knowledge and skills from the vendor to the in-house team, as well as in adapting and enhancing the application to meet changing businessneeds and requirements3. The lack of data model documentation may also increase therisk of errors, inconsistencies, and inefficiencies in the data and the application performance2.

The other findings are not as concerning as the lack of data model documentation, because they do not directly affect the quality and maintainability of the application. The cost of outsourcing is lowerthan in-house development is a benefit rather than a risk for the organization, as it implies that outsourcing has helped to save time and money for the organization4. The vendor development team is located overseas is a common practice in outsourcing, and it does not necessarily imply a lower quality or a higher risk of the application. However, it may pose some challenges in terms of communication, coordination, and cultural differences, which can bemanaged by establishing clear expectations, roles, and responsibilities, as well as using effective tools and methods for communication and collaboration5. A training plan for business users has not been developed is a gap that should be addressed by the organization before deploying the application, as it may affect the user acceptance and satisfaction of the application. However, it does not directly impact the quality or maintainability of the application itself. References:

What is Data Modeling? Definition & Types | Informatica1

Data Modeling Best Practices: Documentation | erwin2

Data Model Documentation - an overview |ScienceDirect Topics3

Outsourcing App Development Pros and Cons – Droids On Roids4

8 Risks of Software Development Outsourcing & Their Solutions - Acropolium5

Software Training Plan: How to Create One for Your Business - Elinext

 Digital watermarks are hidden marks or codes that can be embedded into digital files, such as images, videos, audio, or documents. They can be used to identify the source, owner, or authorized user of the data, as well as to track any unauthorized copying or distribution of the data. Digital watermarks can help prevent data leakage by deterring potential leakers from sharing sensitive data or by providing evidence of data leakage if it occurs.

The other options are not as effective as digital watermarks in preventing data leakage. Ensuring that paper documents are disposed securely can reduce the risk of physical data leakage, but it does not address the digital data leakage that is more prevalent in today’s environment. Implementing an intrusion detection system (IDS) can help detect and respond to cyberattacks that may cause data leakage, but it does not prevent data leakage from insiders or authorized users who have legitimate access to the data. Verifying that application logs capture any changes made can help audit and investigate data leakage incidents, but it does not prevent them from happening in the first place.

The best reason to implement a data retention policy is to limit the liability associated with storing and protecting information. A data retention policy is a document that defines how long data should be kept by an organization and how they should be disposed of when they are no longer needed. A data retention policy should comply with the applicable laws and regulations that govern the data retention requirements and obligations of organizations, such as tax laws, privacy laws, or industry standards4. Implementing a data retention policy can help to limit the liability associated with storing and protecting information by reducing the amount of data that need to be stored and secured, minimizing the risk of data breaches or leaks, ensuringcompliance with legal or contractual obligations, and avoiding potential fines or penalties for non-compliance5. The other options are less relevant or incorrect because:

B. Documenting business objectives for processing data within the organization is not a reason to implement a data retention policy, as it is more related to data governance than data retention. Data governance refers to the policies, procedures, and controls that define how data are collected, used, managed, and shared within an organization. Data governance helps to ensure that data are aligned with business objectives and support decision making6.

C. Assigning responsibility and ownership for data protection outside IT is not a reason to implement a data retention policy, as it is more related to data accountability than data retention. Data accountability refers to the identification and assignment of roles and responsibilities for data protection among different stakeholders within an organization. Data accountability helps to ensure that data are handled appropriately and securely by authorized parties7.

D. Establishing a recovery point objective (RPO) for disaster recovery procedures is not a reason to implement a data retention policy, as it is more related to data backup than data retention. Data backup refers to the process of creating copies of data that can be restored in case of data loss or corruption. Data backup helps to ensure that data are available and recoverable in case of disaster8. RPO is a measure of the maximum amount of data that canbe lost or acceptable in case of disaster9. References: Data Retention Policy - ISACA, Data Retention - ISACA, Data Governance - ISACA, Data Accountability - ISACA, Data Backup - ISACA, Recovery Point Objective - ISACA

One of the challenges in developing a SLA for network services is finding performance metrics that can be measured properly and reflect the quality of service expected by the customer. Establishing a well-designed framework for network services is not a challenge, but a good practice. Ensuring that network components are not modified by the client or reducing the number of entry points into the network are security issues, not SLA issues. References: ISACA, CISA Review Manual, 27th Edition, 2018, page 333

The finding that should be ranked as the highest risk is that network penetration tests are not performed. Network penetration tests are simulated cyberattacks that aim to identify and exploit the vulnerabilities and weaknesses of the network security controls, such as firewalls, routers, switches, servers, and devices. Network penetration tests are essential for assessing the effectiveness and resilience of the network security posture, and for providing recommendations for improvement and remediation. If network penetration tests are not performed, the organization may not be aware of the existing or potential threats and risks to its network, and may not be able to prevent or respond to real cyberattacks, which can result in data breaches, service disruptions, financial losses, reputational damage, and legal or regulatory penalties. The other findings are also important, butnot as risky as the lack of network penetration tests, because they either do not directly affect the networksecurity controls, or they can be addressed by documentation or approval processes. References: CISA Review Manual (Digital Version)1, Chapter 5, Section 5.2.4

Segregation of duties (SoD) is a key internal control that aims to prevent fraud and errors by ensuring that no single individual can perform incompatible or conflicting tasks within a business process. SoD reduces the risk of unauthorized or improper transactions, manipulation of data, or misappropriation of assets.

In the accounts payable department, SoD involves separating the following functions: invoice processing, payment authorization, payment execution, and reconciliation. For example, the person who approves an invoice should not be the same person who issues the payment or reconciles the bank statement.

One of the best ways to ensure appropriate SoD within the accounts payable department is to restrict program functionality according to user security profiles. This means that each user of the accounts payable system should have a unique login and password, and should only have access to the functions that are relevant to their role and responsibilities. For instance, an invoice processor should not be able to approve payments or modify vendor records. This way, the system can enforce SoD and prevent unauthorized or fraudulent activities.

The other options are not as effective as restricting program functionality according to user security profiles. Restricting access to update programs to accounts payable staff only is a general access control measure, but it does not address the SoD issue within the accounts payable department. Including the creator’s user ID as a field in every transaction record created is a useful audit trail feature, but it does not prevent users from performing incompatible functions. Ensuring that audit trails exist for transactions is a detective control that can help identify and investigate any irregularities, but it does not prevent them from occurring in the first place.

 The most efficient way to identify segregation of duties violations in a new system is to review a report of security rights in the system. Segregation of duties is a control principle that aims to prevent or detect errors, fraud, or abuse by ensuring that no single individual has the ability to perform incompatible or conflicting functions or activities within a system or process. A report of security rights in the system can provide a comprehensive and accurate overview of the roles, responsibilities, and access levels assigned to different users or groups in the system, and can help to identify any potential segregation of duties violations or risks. The other options are not as efficient as reviewing a report of security rights in the system, because they either rely on observation or testing rather than analysis, or they focus on existing rather than potential violations. References: CISA Review Manual (Digital Version)1, Chapter 5, Section 5.2.2

Water sensors are devices that can detect the presence of water or moisture in a given area. They are often deployed below the floor tiles of a data center to monitor for any water leaks that may damage the equipment or cause electrical hazards. Water sensors can alert the data center staff or trigger an automatic response to prevent or mitigate the water leakage.

The other options are not likely to be deployed below the floor tiles of a data center. Temperature sensors and humidity sensors are usually deployed above the floor tiles to measure the ambient conditions of the data center and ensure optimal cooling and ventilation. Air pressure sensors are typically deployed at the air vents or ducts to monitor the airflow and pressure distribution in the data center.

The primary role of a control self-assessment (CSA) facilitator is to focus the team on internal controls. A CSA facilitator is a person who guides the CSA process and helps the participants to identify, assess, and improve their internal controls. The facilitator does not conduct interviews, report on weaknesses, or provide solutions, as these are the responsibilities of the participants themselves1.

The other options are incorrect because they are not the primary role of a CSA facilitator. Option A, conduct interviews to gain background information, is a preliminary step that may be done by the facilitator or the participants before the CSA session, but it is not the main purpose of the facilitator. Option C, report on the internal control weaknesses, is an outcome of the CSA process that should be done by the participants who own and operate the controls. Option D, provide solutions for control weaknesses, is also an outcome of the CSA process that should be done by the participants who are in charge of implementing the improvements.

Integration testing is the best way to ensure that an application is performing according to its specifications, because it tests the interaction and compatibility of different modules or components of the application. Unit testing, pilot testing and system testing are also important, but they do not cover the whole functionality and integration of the application as well as integration testing does. References: CISA Review Manual (Digital Version)1, Chapter 4, Section 4.2.3

The primary objective of value delivery in reference to IT governance is to optimize investments. Value delivery is one of the five focus areas of IT governance that aims to ensure that IT delivers expected benefits to stakeholders and enables business value creation. Value delivery involves aligning IT investments with business objectives and strategies, managing IT performance and benefits realization, optimizing IT costs and risks, and enhancing IT innovation and agility. Value delivery helps to maximize the return on investment (ROI) and value for money (VFM) of IT resources and capabilities. References:

CISA Review Manual (Digital Version)

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 In a controlled application development environment, the most important segregation of duties should be between the person who implements changes into the production environment and the application programmer. This segregation of duties ensures that no one person can create and deploy code without proper review, testing, and approval. This reduces the risk of errors, fraud, or malicious code being introduced into the production environment.

The other options are not as important as the segregation between the application programmer and the person who implements changes into production, but they are still relevant for achieving a secure and reliable application development environment. The segregation of duties between the person who implements changes into production and the systems programmer is important to prevent unauthorized or untested changes to system software or configuration. The segregation of duties between the person who implements changes into production and the computer operator is important to prevent unauthorized or uncontrolled access to production data or resources. The segregation of duties between the person who implements changes into production and the quality assurance (QA) personnel is important to ensure independent verification and validation of code quality and functionality.

 The best way to detect that a distributed denial of service (DDoS) attack is occurring is to use automated monitoring of logs. A DDoS attack disrupts the operations of a server, service, or network byflooding it with unwanted Internet traffic2. Automated monitoring of logs can help pinpoint potentialDDoS attacks by analyzing network traffic patterns, monitoring traffic spikes or other unusual activity, and alertingadministrators or security teams of any anomalies or malicious requests, protocols, or IP blocks3. Automated monitoring of logs can also help identify the source, type, and impact of the DDoS attack, and provide evidence for further investigation or mitigation.

The other options are not as effective as automated monitoring of logs for detecting DDoS attacks. Customer service complaints are an indirect and delayed indicator of a DDoS attack, as they rely onusers reporting problems with accessing a website or service. Customer service complaints may also be caused by other factors unrelated to DDoS attacks, such as server errors or network issues. Server crashes are an extreme and undesirable indicator of a DDoS attack, as they indicate that the server has already been overwhelmed by the attack and has stopped functioning. Server crashes may also result in data loss or corruption, service disruption, or reputational damage. Penetration testing is a proactive and preventive measure for assessing the security posture of a system or network, but it does not detect ongoing DDoS attacks. Penetration testing may involve simulating DDoS attacks to test the resilience or vulnerability of a system or network, but it does not monitor real-time traffic or identify actual attackers.

The best way to enforce the principle of least privilege on a server containing data with different security classifications is to apply access controls determined by the data owner. The principle of least privilege states that users should only have the minimum level of access required to perform their tasks. The data owner is the person who has the authority and responsibility to classify, label, and protect the data according to its sensitivity and value. The data owner can define the access rightsand permissions for each user or role based on the data classification policy and the business needs. This will ensure that only authorized and appropriate users can access the data and prevent unauthorized or excessive access that could compromise the confidentiality, integrity, or availability of the data. References:

CISA Review Manual (Digital Version)

CISA Questions, Answers & Explanations Database

The most important factor when planning a network audit is to identify the existing nodes on the network. Nodes are devices or systems that are connected to the network and can communicate with each other. Nodes can include servers, workstations, routers, switches, firewalls, printers, scanners, cameras, etc. Identifying the existing nodes on the network will help the auditor to determine the scope, objectives, and methodology of the audit. It will also help the auditor to assess the network topology, architecture, performance, security, and compliance. References:

CISA Review Manual (Digital Version)

CISA Questions, Answers & Explanations Database

The first step that the organization should take to ensure that only the corporate network is used for downloading business data is to include a statement in its security policy about Internet use. A security policy is a document that defines the rules, expectations, and overall approach that an organization uses to maintain the confidentiality, integrity, and availability of its data1. A security policy should clearly state the acceptable and unacceptable use of Internet resources, such as personalaccounts with ISPs, and the consequences of violating the policy. A security policy also helps to guide the implementation of technical controls, such as proxy servers, firewalls, or monitoring tools, that can enforce the policy and prevent or detect unauthorized Internet access.

The other options are not the first step that the organization should take, but rather subsequent or complementary steps that depend on the security policy. Using a proxy server to filter out Internet sites that should not be accessed is a technical control that can help implement the security policy, but it does not address the root cause of why users are using personal accounts with ISPs. Keeping a manual log of Internet access is a monitoring technique that can help audit the compliance with the security policy, but it does not prevent or deter users from using personal accounts with ISPs. Monitoring remote access activities is another monitoring technique that can help detect unauthorized Internet access, but it does not specify what constitutes unauthorized access or how to respond to it.

The most significant risk from this observation is that access rights may not be removed in a timely manner. If the process for removing access for terminated employees is not documented, there is no clear guidance or accountability for who, how, when, and what actions should be taken to revoke the access rights of the employees who leave the organization. This could result in delays, inconsistencies, or omissions in removing access rights, which could allow terminated employees to retain unauthorized access to the organization’s systems and data. This could compromise the security, confidentiality, integrity, and availability of the information assets. References:

CISA Review Manual (Digital Version)

CISA Questions, Answers & Explanations Database

The primary reason for an IS auditor to perform a risk assessment is to help identify areas with a relatively high probability of material problems. A risk assessment is a systematic process of evaluating the potential risks that may be involved in an activity or undertaking. It involves identifying the sources of risk, analyzing the likelihood and impact of the risk, and prioritizing the risks based on their significance. A risk assessment helps the IS auditor to focus on the areas that are most vulnerable to errors, fraud, or inefficiencies, and to design appropriate audit procedures to address those risks. A risk assessment also helps the IS auditor to allocate audit resources efficiently and effectively.

A risk assessment does not provide a basis for the formulation of corrective action plans, as this is a responsibility of management, not the IS auditor. A risk assessment does not increase awareness of the types of management actions that may be inappropriate, as this is a matter of professional ethicsand judgment. A risk assessment does not help to identify areas that are most sensitive to fraudulent or inaccurate practices, as this is a result of the risk assessment, not its purpose.

A full interruption test is the most realistic and reliable way to ensure that recovery time objectives (RTOs) are met for an organization’s disaster recovery plan (DRP). RTOs are the maximum amount of time that a business can tolerate being offline after a disaster. A full interruption test involves shutting down the primary site and switching over to the backup site, simulating a real disaster scenario. This test can measure the actual time it takes to restore the systems, applications, and functions that are critical for the business continuity. A full interruption test can also reveal any issues or gaps in the DRP that might affect the recovery process.

The other options are not as effective as a full interruption test for ensuring RTOs are met. A cyber resilience test is a type of DR test that focuses on the ability to withstand and recover from cyberattacks. It does not necessarily cover other types of disasters or test the entire DRP. A tabletop test is a low-impact DR test that involves a walkthrough of the DRP with the key stakeholders and staff. It does not involve any actual switching over or testing of the backup systems. A parallel test is a type of DR test that involves running the backup systems alongside the primary systems, without disrupting the normal operations. It does not measure the time it takes to switch over or resume operations at the backup site.

The primary benefit of a tabletop exercise for an incident response plan is to increase confidence in the team’s response readiness (D). A tabletop exercise is a simulated scenario that tests the effectiveness and efficiency of the incident response plan and team. It allows the team to practice their roles and responsibilities, review their procedures and tools, and identify and resolve any gaps or issues in their response process. A tabletop exercise can help the team to improve their skills, knowledge, and communication, and to prepare for real incidents1.

 Audit observations are the findings and recommendations that result from an audit engagement. Audit observations should be first communicated with the auditee during fieldwork, which is the stage of the audit process where the auditor collects and analyzes evidence to evaluate the audit objectives1. Communicating audit observations during fieldwork has several benefits, such as2:

It allows the auditor to verify the accuracy and completeness of the observations, and to obtain additional information or clarification from the auditee if needed.

It enables the auditor to discuss the root causes, impacts, and risks of the observations, and to solicit the auditee’s input on possible corrective actions and implementation timelines.

It helps to build rapport and trust between the auditor and the auditee, and to avoid surprises or disagreements at the end of the audit.

It facilitates timely resolution of audit observations, and reduces the risk of audit delays or disputes.

Therefore, option B is the correct answer.

Option A is not correct because communicating audit observations when drafting the report is too late, as it may lead to misunderstandings, conflicts, or revisions that could have been avoided if the observations were communicated earlier. Option C is not correct because communicating audit observations at the end of fieldwork is also not ideal, as it may not leave enough time for the auditor and the auditee to discuss and agree on the observations and recommendations. Option D is not correct because communicating audit observations within the audit report is the final step of the audit process, not the first.

The most effective control to maintain segregation of duties in a DevOps environment is A. Enforce approval prior to deployment by a member of the team who has not taken part in the development. Segregation of duties (SoD) is a principle that requires multiple actors to complete a task to reduce the risk of fraud, error, or abuse1. In a DevOps environment, where developers and operators work together to deliver software faster and more reliably, SoD may seem to be incompatible or impractical. However, SoD can still be achieved by implementing controls that ensure that no single person can develop, test, and deploy code without oversight or review2.

Enforcing approval prior to deployment by a member of the team who has not taken part in the development is an effective control that ensures that code changes are verified and validated by a peer before they are released to production. This control can help prevent or detect any unauthorized or malicious modifications, errors, or vulnerabilities in the code, and ensure that the code meets the quality and security standards3. This control can also promote collaboration and feedback among the team members, and improve the transparency and accountability of the software delivery process3.

Data classification is the process of tagging data according to its type, sensitivity, and value to the organization. Data transformation is the process of changing the structure and format of data to make it usable for analysis and visualization. Both processes are important for data security and compliance, but they also pose some challenges.

One of the challenges is to ensure that the organization’s data classification policies are preserved during the process of data transformation. This means that the data should retain its original classification level and labels after it is transformed, and that the appropriate controls and protections are applied to the transformed data.

The best way to ensure this is to implement classification labels in metadata during data creation (D). Metadata is data that describes other data, such as its source, format, content, and context. By adding classification labels to metadata, the data can be easily identified and tracked throughout its lifecycle, including during data transformation. The labels can also help enforce the proper access rights and encryption standards for the data, regardless of its state or location.

The most important part of a feasibility study is the economics1. A cost-benefit analysis of available products is crucial as it helps to understand the economic viability of the project1. It compares the costs of the project with the benefits it is expected to deliver, which is essential for making informed decisions1. Omitting this could lead to investments in hardware that may not provide the expected returns or meet the organization’s needs.

 Control totals are a method of verifying the accuracy and completeness of data processing by comparing the totals of key fields in input and output records1. Control totals can be used to reduce the risk of incomplete processing, which is the failure to process all the data or transactions that are expected or required2.

Incomplete processing can result in data loss, inconsistency, or incompleteness, which can affect the quality and reliability of the information system and its outputs. Incomplete processing can be caused by various factors, such as:

Hardware or software failures that interrupt the processing or transmission of data2

Human errors or omissions that skip or miss some data or transactions2

Malicious attacks or unauthorized access that delete or modify some data or transactions2

Environmental hazards or disasters that damage or destroy some data or transactions2

Control totals can help detect and prevent incomplete processing by:

Providing a benchmark or reference point to compare the input and output data or transactions1

Identifying any discrepancies or deviations from the expected or required totals1

Alerting the users or operators to investigate and resolve the causes of incomplete processing1

Ensuring that all the data or transactions are properly transmitted, converted, and processed1

The other options are not as relevant as control totals for reducing the risk of incomplete processing. Posting to the wrong record is the error of assigning or transferring data or transactions to an incorrect account, file, or record3. Improper backup is the failure to create, store, or restore copies of data or transactions in case of loss, corruption, or damage4. Improper authorization is the lack of proper permission or approval to access, modify,or process data or transactions. Control totals may not be able to prevent or detect these errors or failures, as they are not related to the completeness of data processing. Therefore, option B is the correct answer.

Audit planning is the process of developing an overall strategy and approach for conducting an audit. Audit planning involves identifying the objectives, scope, criteria, and methodology of the audit, as well as the resources, schedule, and reporting requirements. Audit planning also involves performing a risk assessment to identify and prioritize the areas of highest risk and significance for the audit1.

Risk assessment is a systematic process of evaluating the potential risks that may be involved in a projected activity or undertaking. Risk assessment involves identifying the sources and causes of risk, analyzing the likelihood and impact of risk, and determining the level of risk and the appropriate response2.

During audit planning, the IS audit manager is considering whether to budget for audits of entities regarded by the business as having low risk. The best course of action in this situation is C. Validate the low-risk entity ratings and apply professional judgment.

This is because validating the low-risk entity ratings can help to ensure that the risk assessment is accurate, reliable, and consistent with the business objectives and expectations. Validating the low-risk entity ratings can also help to identify any changes or developments that may affect the risk profile of the entities since the last assessment. Applying professional judgment can help to determine whether the low-risk entities should be included or excluded from the audit plan, based on factors such as materiality, relevance, significance, and assurance needs3.

Segregation of duties is a fundamental concept in cybersecurity and information security. It refers to the practice of dividing critical tasks and responsibilities among different individuals or roles within an organization to reduce the risk of fraud, error, or unauthorized activities1. Segregation of duties is designed to prevent unilateral actions within an organization’s workflow, which can result in damaging events that would exceed the organization’s risk tolerance2.

There are different types of responses to risk associated with segregation of duties, depending on the level of risk and the cost-benefit analysis. Some of the common responses are:

Risk acceptance: This means acknowledging a risk and deciding to tolerate it without taking any corrective actions. This response is usually chosen when the risk is low or the cost of mitigation is too high3.

Risk mitigation: This means taking steps ahead of time to lessen the effects of a risk and make it less likely to happen. Some examples of mitigation strategies are making backup plans, setting up early warning systems, and staying away from high-risk areas or activities4.

Risk transference: This means shifting the negative impact of a risk and/or the responsibility for managing the risk response to a third party. Some examples of transference strategies are outsourcing, insurance, or contracts5.

Risk reduction: This means reducing the probability and/or severity of the risk below a threshold of acceptability. Some examples of reduction strategies are implementing controls, policies, or procedures to prevent or detect risks6.

Based on these definitions, the response to risk associated with segregation of duties that would incur the lowest initial cost is A. Risk acceptance. This is because risk acceptance does not require any additional resources or actions to address the risk. However, risk acceptance also implies that the organization is willing to bear the consequences of the risk if it occurs, which could be costly in the long run.

Therefore, the correct answer to your question is A. Risk acceptance.

 A heuristic intrusion detection system (IDS) provides the most protection against emerging threats, as it uses behavioral analysis and anomaly detection to identify unknown or zero-day attacks. A heuristic IDS can adapt to changing patterns and learn from previous incidents, making it more effective than a signature-based IDS, which relies on predefined rules and signatures to detect known attacks. A demilitarized zone (DMZ) is a network segment that separates the internal network from the external network, and it can provide some protection against external threats, but not against internal or emerging threats. Real-time updating of antivirus software is important to protect against malware, but it may not be sufficient to prevent new or sophisticated attacks that exploit unknown vulnerabilities. References: CISA Review Manual (Digital Version) 1, page 452-453.

Admin accounts typically have the highest level of privileges and access to sensitive data. If the passwords for these accounts are not set to expire, it increases the risk of unauthorized access and potential security breaches. This is especially true if an admin’s credentials are compromised, as the attacker could have ongoing access to critical systems and data1.

The most significant risk when an application uses individual end-user accounts to access the underlying database is that users may be able to circumvent application controls. Application controls are the policies, procedures, and mechanisms that ensure the accuracy, completeness, validity, and authorization of transactions and data within an application. Application controls can include input validation, output verification, processing logic, reconciliation, exception handling, and audit trails. Application controls can help prevent or detect errors, fraud, or unauthorized access or modification of data.

However, if an application uses individual end-user accounts to access the underlying database, it means that the users have direct access to the database without going through the application layer. This can expose the database to potential risks such as:

Users may be able to bypass the application controls and manipulate the data in the database directly using SQL commands or other tools. For example, users may be able to change their own or others’ salaries, grades, or balances without proper authorization or validation.

Users may be able to access or disclose sensitive or confidential data that they are not supposed to see or share. For example, users may be able to view other users’ personal information, passwords, or credit card numbers.

Users may be able to introduce errors or inconsistencies in the data by entering invalid or incorrect data or by deleting or modifying existing data. For example, users may be able to create duplicate records, break referential integrity, or cause data loss or corruption.

Users may be able to compromise the security and performance of the database by creating unauthorized objects, granting excessive privileges, executing malicious code, or consuming excessive resources. For example, users may be able to create backdoors, viruses, or denial-of-service attacks.

Therefore, using individual end-user accounts to access the underlying database can pose a serious threat to the integrity, confidentiality, availability, and reliability of the data and the application.

The other options are not as significant as option C. Multiple connects to the database are used and slow the process is a performance issue that can affect the efficiency and responsiveness of the application and the database, but it does not necessarily compromise the data quality or security. User accounts may remain active after a termination is a security issue that can increase the risk of unauthorized access or misuse of data by former employees or others who have access to their credentials, but it can be mitigated by implementing proper account management and monitoring processes. Application may not capture a complete audit trail is a compliance issue that can affect the accountability and traceability of transactions and data within the application and the database, but it does not directly affect the data accuracy or protection.

 Access to the data center is controlled by a mantrap provides the greatest assurance that only authorized individuals can access a data center. A mantrap is a physical security device that consists of a small space with two sets of interlocking doors, such that the first set of doors must close before the second set opens1. A mantrap prevents unauthorized entry by requiring authentication at both doors, such as biometric scanners, card readers, or PIN codes. A mantrap also prevents tailgating, which is the act of following an authorized person into a restricted area without proper authorization2. A mantrap can also detect and trap intruders who attempt to force their way through the doors.

The other options are less effective physical controls for data center access. The data center is patrolled by a security guard is a deterrent measure, but it does not prevent unauthorized access by itself. A security guard may not be able to monitor all entry points, or may be distracted, bribed, or overpowered by intruders. Access to the data center is monitored by video cameras is a detective measure, but it does not prevent unauthorized access either. Video cameras can record the activities of intruders, but they cannot stop them from entering or alert the security personnel in real time. ID badges must be displayed before access is granted is a preventive measure, but it relies on human verification, which can be prone to errors or manipulation. ID badges can also be lost, stolen, or forged by intruders.

RFID stands for Radio Frequency Identification, and it is a technology that uses radio waves to identify or track objects that have a small chip (RFID tag) attached to them. RFID tags can store various types of information, such as serial numbers, product codes, or personal data. RFID readers can scan the tags from a distance and access the information without physical contact1.

RFID has many benefits for different applications, such as inventory management, supply chain optimization, asset tracking, and access control. However, RFID also poses some challenges and risks for information security and privacy. Some of these risks are:

Privacy: RFID tags can be read by unauthorized or malicious parties, who can collect personal or sensitive data without the knowledge or consent of the tag owners. This can lead to identity theft, profiling, tracking, or surveillance2. For example, a hacker could scan an RFID-tagged passport or credit card and steal the personal information or financial details of the owner3.

Communication attacks: RFID systems are vulnerable to various types of attacks that target the wireless communication between the tags and the readers. These include eavesdropping, jamming, spoofing, replaying, cloning, or modifying the data transmitted by the tags or the readers4. For example, an attacker could intercept the data from an RFID tag and alter it before sending it to the reader, causing false or misleading information to be recorded.

Mafia fraud: This is a type of attack where an adversary acts as a man-in-the-middle and relays the information between two legitimate parties. This can allow the adversary to bypass authentication or authorization mechanisms and gain access to restricted areas or resources. For example, an attacker could use a device to relay the signal from an RFID-tagged car key to the car’s ignition system and start the car without having the physical key.

While all the options can help reduce the risk of data leakage, providing education and guidelines to employees on the use of social networking sites would be the most effective. This is because it directly addresses the issue at hand - the use of social networking sites for business purposes1. Education and guidelines can help employees understand the risks associated withsocial media use and teach them how to safely and responsibly use these platforms for business purposes1. This includes understanding privacy settings, recognizing phishing attempts, and knowing what information should not be shared on these platforms1.

This is because analyzing the data against predefined specifications is a method of data quality assessment that can help the organization achieve a reasonable level of data quality. Data quality assessment is the process of measuring and evaluating the accuracy, completeness, consistency, timeliness, validity, and usability of the data. Predefined specifications are the criteria or standards that define the expected or desired quality of the data. By comparing the actual data with the predefined specifications, the organization can identify and quantify any gaps, errors, or deviations in the data quality, and take corrective actions accordingly12.

Reviewing data against data classification standards (A) is not the best answer, because it is not a method of data quality assessment, but rather a method of data security management. Data classification standards are the rules or guidelines that define the level of sensitivity and confidentiality of the data, and determine the appropriate security and access controls for the data. For example, data can be classified into public, internal, confidential, or restricted categories. Reviewing data against data classification standards can help the organization protect the data from unauthorized or inappropriate use or disclosure, but it does not directly improve the data quality3.

Outsourcing data cleansing to skilled service providers (B) is not the best answer, because it is not a recommendation to help the organization achieve a reasonable level of data quality, but rather a decision to delegate or transfer the responsibility of data quality management to external parties. Data cleansing is the process of detecting and correcting any errors, inconsistencies, or anomalies in the data. Skilled service providers are third-partyvendors or contractors that have the expertise and resources to perform data cleansing tasks. Outsourcing data cleansing to skilled service providers may have some benefits, such as cost savings, efficiency, or scalability, but it also has some risks, such as loss of control, dependency, or liability4.

Consolidating data stored across separate databases into a warehouse © is not the best answer, because it is not a method of data quality assessment, but rather a method of data integration and storage. Data integration is the process of combining and transforming data from different sources and formats into a unified and consistent view. Data warehouse is a centralized repository that stores integrated and historical data for analytical purposes. Consolidating data stored across separate databases into a warehouse can help the organization improve the availability and accessibility of the data, but it does not necessarily improve the data quality.