Datasets:

aungkomyint
/

risk-question-taxonomy-30k

question stringlengths 16 400	domain stringclasses 11 values	risk_type stringclasses 7 values	perspective stringclasses 4 values
What are the potential long-term financial risks associated with a new investment in renewable energy sources?	financial risk	long term impact	individual
How has the global financial crisis influenced the stability of major stock markets over the past decade?	financial risk	long term impact	individual
What are the economic impacts of a prolonged economic downturn on businesses and homeowners?	financial risk	long term impact	individual
How can individual investors mitigate long-term financial risks in the event of unexpected financial losses?	financial risk	long term impact	individual
What strategies have been successful in managing long-term financial risks in times of uncertainty?	financial risk	long term impact	individual
What is the potential impact on patient confidentiality if a new medical device is integrated into a healthcare system without adequate risk assessments and controls?	healthcare risk	prediction	company
What strategies could be implemented to mitigate the risk of adverse drug reactions in pharmaceuticals during the manufacturing and distribution process?	healthcare risk	prediction	company
How does a breach of patient privacy in healthcare systems affect the overall trust and reliability of these organizations?	healthcare risk	prediction	company
What are the long-term health risks associated with the frequent use of medical equipment that may not be fully understood by healthcare professionals?	healthcare risk	prediction	company
What preventive measures can be taken to reduce the risk of healthcare fraud and abuse within healthcare organizations?	healthcare risk	prediction	company
What are the potential failures that could occur in a robotics system's safety critical components, and how likely are they to lead to system failures?	robotics risk	failure analysis	company
How can we ensure that the robot's autonomy is fully aligned with safety standards and regulations to prevent malfunctions or accidents?	robotics risk	failure analysis	company
What are the critical failures in robotics systems that could lead to safety incidents or accidents, and how do these failures manifest in the system?	robotics risk	failure analysis	company
How can we identify and mitigate the most significant risks associated with robot autonomy and safety?	robotics risk	failure analysis	company
What is the impact of human error on the reliability and safety of a robotics system, and how can we prevent or mitigate such errors?	robotics risk	failure analysis	company
What are the potential health risks associated with the new medical device that will be deployed in the government sector, and how could these risks be mitigated?	healthcare risk	failure analysis	government
How likely is it that the government will face an adverse health outcome from the implementation of a new healthcare technology, and what measures could be taken to prevent such outcomes?	healthcare risk	failure analysis	government
What are the risks of a government system becoming unmanageable due to the rapid expansion of healthcare services, and how can these risks be identified and addressed?	healthcare risk	failure analysis	government
How can the healthcare technology currently in use in the government sector be optimized to minimize failures and ensure the reliability of healthcare services?	healthcare risk	failure analysis	government
What are the long-term health impacts of the government's?	healthcare risk	failure analysis	government
What are the critical factors that should be monitored for potential supply chain disruptions?	supply chain risk	prevention	individual
How can the organization ensure that its inventory levels are kept within acceptable limits?	supply chain risk	prevention	individual
What preventive measures should be taken to mitigate the impact of potential supply chain disruptions?	supply chain risk	prevention	individual
How can the supply chain management process be improved to prevent supply chain disruptions?	supply chain risk	prevention	individual
What role does effective risk management play in the organization's ability to prevent supply chain disruptions?	supply chain risk	prevention	individual
What specific measures should the company implement to safeguard against potential data breaches in the long term?	data privacy risk	long term impact	company
How can the company ensure compliance with relevant data privacy laws and regulations over the long term?	data privacy risk	long term impact	company
What long-term plans does the company have to prevent unauthorized access to sensitive data in the future?	data privacy risk	long term impact	company
How can the company manage data breaches to ensure the confidentiality and integrity of sensitive information over the long term?	data privacy risk	long term impact	company
What long-term strategies does the company have in place to prevent the misuse of personal data by third parties in the future?	data privacy risk	long term impact	company
How can we ensure that current robotics technology remains safe and reliable while advancing towards sustainable development in society?	robotics risk	prevention	society
What measures can society implement to safeguard the safety and reliability of robotics technologies as they evolve and grow in complexity?	robotics risk	prevention	society
How can we manage and mitigate potential risks associated with robotics technologies that could pose a threat to societal well-being and security?	robotics risk	prevention	society
What strategies can we develop to educate and involve society in the ongoing monitoring and prevention of robotics risks?	robotics risk	prevention	society
How can we assess the societal impact of robotics technologies and ensure that they are being used responsibly and safely?	robotics risk	prevention	society
What is the potential impact of a supply chain failure on the company's core business operations, and how might it affect customer satisfaction?	supply chain risk	failure analysis	company
Which specific supply chain partners' performance could be most severely impacted by a supply chain failure, and why?	supply chain risk	failure analysis	company
How might the availability and reliability of critical raw materials be affected by a supply chain failure, and what steps can the company take to mitigate this?	supply chain risk	failure analysis	company
What are the potential consequences of a supply chain failure on the company's supply chain management, and how can this be managed effectively?	supply chain risk	failure analysis	company
What measures should be taken to ensure continuous monitoring of supply chain performance and readiness for potential failures, and how often should this monitoring occur?	supply chain risk	failure analysis	company
How can an individual minimize the risk of financial fraud?	financial risk	long term impact	individual
What strategies can an individual employ to protect their long-term investments from economic downturns?	financial risk	long term impact	individual
How can an individual ensure they are not exposed to environmental risks that could affect their financial well-being?	financial risk	long term impact	individual
What measures can an individual take to reduce the likelihood of financial loss due to market volatility?	financial risk	long term impact	individual
How can an individual evaluate the risk of a newly announced financial product and make informed decisions?	financial risk	long term impact	individual
How can we ensure better preventive measures are implemented to reduce healthcare risks among the general public?	healthcare risk	prevention	society
What strategies can we develop to increase public awareness and participation in preventive healthcare activities?	healthcare risk	prevention	society
How can we implement preventive healthcare interventions to minimize healthcare risks among different population groups?	healthcare risk	prevention	society
What is the most effective way to monitor and evaluate the effectiveness of preventive healthcare activities?	healthcare risk	prevention	society
How can we create awareness campaigns to increase the public's understanding and participation in healthcare risk prevention?	healthcare risk	prevention	society
What are the most likely impacts on your personal financial security due to climate change?	climate risk	uncertainty analysis	individual
What potential risks can you mitigate by making informed personal investments in climate change adaptation measures?	climate risk	uncertainty analysis	individual
How can you assess the potential financial impacts of extreme weather events on your personal budget and savings?	climate risk	uncertainty analysis	individual
What strategies can you implement to protect your personal property and ensure they are resilient to climate-related risks?	climate risk	uncertainty analysis	individual
What changes to your personal lifestyle or lifestyle choices are you considering to reduce the impact of climate change on your health and wellbeing?	climate risk	uncertainty analysis	individual
How can we ensure that our robots are secure against cyber threats, considering current and evolving risks?	robotics risk	prediction	company
What measures should we take to mitigate the risks of robot accidents, such as injuries or damage to the robots themselves?	robotics risk	prediction	company
How can we evaluate the predictability and reliability of robots, considering their capabilities and potential hazards?	robotics risk	prediction	company
What are the best practices for predicting the lifecycle of robots, from initial design to disposal, considering factors like wear and tear and environmental impact?	robotics risk	prediction	company
How can we ensure that our robotics systems are resilient to unexpected events and emergencies, such as equipment breakdowns or power outages?	robotics risk	prediction	company
What measures are in place to detect potential data breaches before they occur?	data privacy risk	early detection	company
How often are security audits conducted to identify vulnerabilities in the organization?	data privacy risk	early detection	company
What data protection policies and procedures does the company have in place to detect and respond to breaches?	data privacy risk	early detection	company
How often are compliance assessments conducted to ensure data privacy is maintained?	data privacy risk	early detection	company
What is the company's plan for incident response and what steps are in place to ensure compliance with data privacy regulations?	data privacy risk	early detection	company
What measures are you taking to mitigate potential financial risks associated with increased market volatility?	financial risk	mitigation	company
How have you implemented strategies to reduce the risk of financial losses due to liquidity constraints?	financial risk	mitigation	company
What preventive measures are you implementing to protect your financial system against fraud and cyber threats?	financial risk	mitigation	company
What strategies have you put in place to manage the risk of market downturns affecting your financial performance?	financial risk	mitigation	company
How have you assessed the risks associated with unexpected cash outflows and how are you preparing for them?	financial risk	mitigation	company
What are the most significant threats to data privacy that the society is most likely to face in the next decade?	data privacy risk	uncertainty analysis	society
How could the societal impact of data privacy risks be mitigated to ensure a balance between economic benefits and ethical concerns?	data privacy risk	uncertainty analysis	society
What specific steps are currently taken by society to protect data privacy in the current digital age?	data privacy risk	uncertainty analysis	society
What are the potential consequences of continued breaches or unauthorized access to sensitive data for society?	data privacy risk	uncertainty analysis	society
How can the societal impact of data privacy risks be effectively communicated and managed within the public and private sectors to foster trust and stability?	data privacy risk	uncertainty analysis	society
How can the government collaborate with private robotics companies to enhance security protocols and ensure compliance with local regulations in the development of autonomous systems?	robotics risk	mitigation	government
What measures can government agencies implement to reduce the risks associated with robotics technology, such as cybersecurity vulnerabilities and potential unintended consequences?	robotics risk	mitigation	government
What specific policies and guidelines should the government establish to ensure that robotics systems are designed and tested to protect human safety and welfare?	robotics risk	mitigation	government
How can government oversight be strengthened to identify and mitigate potential risks in robotics projects and ensure that robotics systems are not only safe but also beneficial to society?	robotics risk	mitigation	government
What financial and regulatory support can the government provide to accelerate the development and deployment of advanced robotics technologies, while also ensuring responsible use?	robotics risk	mitigation	government
What measures have you taken to ensure data privacy and security in your organization?	data privacy risk	prevention	company
How have you implemented policies and procedures to protect sensitive data?	data privacy risk	prevention	company
What steps have you taken to identify, monitor, and mitigate potential data breaches or unauthorized access?	data privacy risk	prevention	company
What measures have you taken to educate your employees and stakeholders about data privacy and security?	data privacy risk	prevention	company
How do you monitor your data privacy and security practices and adjust as needed?	data privacy risk	prevention	company
What are the potential long-term risks associated with AI that could impact individual lives?	AI risk	long term impact	individual
How can individuals mitigate long-term risks from AI, such as data privacy and job displacement?	AI risk	long term impact	individual
What are the systemic long-term risks of AI, and how can individuals address them?	AI risk	long term impact	individual
What are the economic long-term risks that could arise from AI, and how can individuals prepare for them?	AI risk	long term impact	individual
How can individuals assess the long-term impact of AI on their personal well-being and safety?	AI risk	long term impact	individual
What is the most likely impact of a significant security vulnerability on society's trust in software development?	software risk	early detection	society
How does the early detection of such vulnerabilities impact the public's confidence in the software they use?	software risk	early detection	society
What measures can society take to ensure that early detection of security threats leads to more informed and responsible use of software?	software risk	early detection	society
How can software development practices be enhanced to better detect and mitigate risks before they become significant problems for society?	software risk	early detection	society
What is the role of early detection in software risk management and how does it contribute to the overall security of society?	software risk	early detection	society
What are the primary preventive measures that can be taken to mitigate risks associated with environmental hazards in a construction project?	engineering risk	prevention	government
How can the implementation of a comprehensive risk management system ensure that potential hazards are identified and controlled before they cause damage?	engineering risk	prevention	government
What are the most effective strategies for reducing the likelihood and impact of natural disasters that may affect infrastructure?	engineering risk	prevention	government
How can the integration of advanced predictive analytics tools improve the accuracy of risk assessments and prevent future disasters in a project?	engineering risk	prevention	government
What role does safety training play in preventing accidents and ensuring compliance with safety regulations, even in remote or non-traditional work environments?	engineering risk	prevention	government

End of preview. Expand in Data Studio

Risk Question Taxonomy 30K

This dataset contains 30,000 English risk-analysis questions with three categorical labels:

domain: the risk subject area
risk_type: the analysis or response type
perspective: the intended point of view

Dataset features

Feature	Type	Description
`question`	string	Risk-analysis question
`domain`	string	One of 11 risk domains
`risk_type`	string	One of 7 risk types
`perspective`	string	Individual, company, government, or society

Generation method

The questions were generated in batches by a local model exposed through an OpenAI-compatible chat-completions endpoint. For each batch, the generator randomly selected one domain, one risk type, and one perspective, then asked the model to produce questions for that combination.

The generator applied these checks:

One question per line
Removes numbering, bullets, and code fences
Keeps questions between 15 and 400 characters
Ensures each question ends with a question mark
Deduplicates questions before writing
Supports resumable generation until the requested target is reached

The exact generator is included at generation/generate_risk_questions.py.

Intended use

This dataset can be used for exploratory research, text classification, risk-taxonomy experiments, retrieval evaluation, and language-model evaluation.

Limitations

The questions are model-generated and may contain inaccuracies, repetition in wording, or label ambiguity. The labels describe the generation settings and should be independently validated for high-stakes use. This dataset is not professional legal, financial, medical, security, or regulatory advice.

License and attribution

This dataset is licensed under CC BY-NC 4.0. Commercial use is not permitted. Users must provide attribution when sharing or using the dataset.

Suggested citation:

@dataset{aungkomyint_risk_question_taxonomy_30k,
  author = {Aung Ko Myint},
  title = {Risk Question Taxonomy 30K},
  year = {2026},
  publisher = {Hugging Face},
  url = {https://huggingface.co/datasets/aungkomyint/risk-question-taxonomy-30k},
  license = {CC BY-NC 4.0}
}

Downloads last month: 45