assessment2_en

How would you describe the level of structuring of the data handled by your company?

a. The data is highly structured, which means that it is organized in a clear and coherent manner, facilitating its analysis and processing.

b. We handle semi-structured data; they have some organization, but do not meet all the criteria for fully structured data.

c. The data are poorly structured, indicating that they lack a clear organization, which complicates their direct analysis.

d. Our company does not have structured data; information is handled in a disorganized manner or in formats that do not allow for systematic processing.

e. I am not sure about this.

None

How would you describe the current ETL processes in your company?

a. ETL processes are optimized and efficient, ensuring agile and effective data management.

b. We are currently in the process of improving our ETL processes to increase their effectiveness and efficiency.

c. We have basic ETL processes in place that meet the minimum data handling needs.

d. Our company lacks established ETL processes, which limits our data management capabilities.

e. I am not sure about this.

None

How would you describe the quality of the data in the originating sources used by your company?

a. Source data are consistently of high quality, ensuring reliability in subsequent processing and analysis.

b. We experience occasional quality problems in the source data, but these are isolated and manageable cases.

c. Data quality at the source is currently in the process of being improved to reach higher standards.

d. Source data is often of low quality, which presents a constant challenge for data management and analysis.

e. I am not sure about this.

None

To what extent are data engineering processes automated in your company?

a. We experience full process automation, which means that all data engineering tasks are performed without manual intervention.

b. Automation of our data engineering processes is under development, with active efforts to increase automation.

c. We have semi-automated processes, where some data engineering tasks require manual intervention while others are automated.

d. There is a lack of automation in our data engineering processes, relying mostly on manual intervention.

e. I am not sure about this.

None

Is your company's data engineering architecture scalable enough to handle future growth?

a. The architecture is highly scalable, designed to adapt to and efficiently handle growth in data volume and processing demands.

b. The scalability of our architecture is currently under evaluation to ensure that it can support future increases in data load.

c. The architecture has limited scalability, with potential restrictions to handle significant growth in the future.

d. We lack scalability in our data engineering architecture, which could prevent us from effectively handling future growth.

e. I am not sure about this.

None

How is metadata management and documentation performed in your company?

a. We have a robust and well-structured metadata management system that ensures efficient documentation and management of metadata.

b. Our metadata management system is currently under development, working towards a more comprehensive and structured solution.

c. We have implemented basic metadata management, which meets the minimum requirements, but without going into detail or complexity.

d. There is a lack of metadata management, without a formal system or established procedures for its management and documentation.

e. I am not sure about this.

None

How is data storage currently managed in your company?

a. We have an efficient data storage system capable of handling large volumes of information in a secure and accessible manner.

b. We are currently evaluating new storage solutions to improve our capacity and efficiency in data management.

c. We have a basic storage system in place, which meets our current needs, but may not be sufficient for future growth.

d. We do not have a specific storage solution for our data, which represents a challenge for its management and security.

e. I am not sure about this.

None

What type of database technologies does your company use?

a. Our company uses advanced database technologies, including state-of-the-art solutions to optimize data storage, querying and analysis.

b. We are in the process of evaluating new database technologies to upgrade or improve our existing infrastructure.

c. Currently, we use basic database technologies, sufficient for our current needs, but without advanced features.

d. We do not use specialized database technologies, our data management is done with general or manual tools.

e. I am not sure about this.

None

How would you describe the level of data security in your company?.

a. We implement high security standards, ensuring robust and efficient data protection.

b. We are in the process of evaluating and possibly improving our data security standards.

c. We have established basic levels of data security, meeting the minimum requirements, but without advanced measures.

d. There are significant data security concerns at our company.

e. I am not sure about this.

None

10.

To what extent does your company follow the latest technological trends in data analysis?.

a. Our company keeps up with the latest trends, adopting innovations and emerging technologies in data analysis.

b. We are in the process of evaluating new technological trends in data analysis to determine their applicability and potential benefit.

c. We have implemented stable and proven technologies in data analysis, prioritizing reliability over the adoption of emerging trends.

d. There is a lack of adoption of the latest technological trends in data analytics, keeping us with more traditional approaches.

e. I am not sure about this.

None

11.

To what extent does your company use cloud computing services to store or process data?.

a. We make extensive use of cloud services, integrating them significantly into our data storage and processing operations.

b. We are currently evaluating the migration to cloud computing services to improve our data infrastructure.

c. We use cloud services on a basic basis, mainly for specific data storage or processing tasks.

d. We do not adopt cloud computing services for data storage or processing in our company.

e. I am not sure about this.

None

12.

Are there clear policies in place in your company related to data quality?.

a. We have robust data quality policies, full compliance and clear procedures to ensure data integrity.

b. Our data quality policies are currently under review to adapt them to changing needs and improve their effectiveness.

c. We have limited policies regarding data quality, which cover basic aspects, but do not cover all necessary areas.

d. There are significant concerns related to data quality, reflecting the need for more effective policies or better compliance.

e. I am not sure about this.

None

13.

What is the current status of data catalog management in your company?.

a. We have a complete and constantly updated data catalog, which facilitates access to and management of information.

b. Our data catalog is in the process of improvement, with efforts aimed at expanding its coverage and updating its content.

c. We have implemented a basic data catalog, which meets the minimum requirements, but needs to be expanded and deepened.

d. We do not have an organized data catalog, which hinders the efficient management of available information.

e. I am not sure about this.

None

14.

How is data monitoring and auditing performed in your company?.

a. We have data monitoring and auditing processes implemented on a regular basis, ensuring the integrity and security of the information.

b. We are in the process of improving our data monitoring and auditing methods to increase the effectiveness and coverage of these controls.

c. We have basic data monitoring and auditing systems in place, which cover fundamental aspects, but need to be expanded.

d. We do not formally monitor or audit the data, which represents a potential risk to the security and quality of the information.

e. I am not sure about this.

None

15.

Does your company have a backup and recovery plan for your data sources in case of failure?.

a. Yes, we have a fully documented backup and recovery plan, which is tested regularly to ensure its effectiveness.

b. Yes, we have a backup plan, but it has not been tested recently to verify its actual performance.

c. We are currently in the process of developing a backup and recovery plan to protect our data sources.

d. No, we do not have a backup and recovery plan for our data sources at this time.

e. I am not sure about this.

None

Time's up