Securing AI in 2025: A Risk-Based Approach to AI Controls and Governance SANS Institute

decision making framework

Today, the framework is applied to both decision-making and retrospective analysis of an emerged issue. The Logic or Decision Tree is a critical thinking framework based on root-cause analysis. The essence of the framework lies in a visual representation of a problem decomposed into small chunks. No matter which net sales model you go with, communication, collaboration, and organization are key to making good decisions.

decision making framework

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decision making framework

Artificial intelligence (AI) and machine learning (ML) are transforming decision-making processes by automating tasks, analyzing vast amounts of data, and providing real-time insights. These technologies can assist decision-makers in making data-driven and informed choices. When identifying the decision to be made, it is important to involve key stakeholders who will be impacted by the outcome. Their perspectives and insights can provide valuable input in shaping the decision-making process and ensuring that all relevant factors are considered. A manager who aces the crisis simulator gains the confidence to lead under pressure, while a parent using the decision matrix template masters prioritization for household choices.

Comparative analysis

  • It helps in understanding problems from different perspectives and in making balanced decisions.
  • Their effort centred on developing blockchain-based medical Industry 4.0 applications while tackling security as well as privacy development features.
  • The PDA development was initiated by presenting a summarized content outline to the steering group (see Supplementary File 1).
  • In other cases, like an assessment case, you might be asked to look for reasons for declining profitability —that’s it.
  • The most successful CEOs are those who can integrate their instincts with data-driven frameworks to arrive at the best possible decisions.
  • It involves a step-by-step approach that includes identifying the problem, generating alternatives, evaluating and comparing the alternatives, making a choice, and implementing the decision.
  • This section describes the methodological process used to combine Fuzzy VIKOR technique with Electronic Health Record (EHR) data in order to produce tailored suggestions for treatment in the healthcare industry.

These crisp values are used to rank the alternatives proposing a more precise and interpretable comparison. The table and figure provide a comprehensive overview of how each alternative performs based on the calculated values, leading to the final ranking of the options. Watchful waiting may be suitable in some circumstances, especially when moderate respiratory problems don’t severely interfere with everyday life. This option entails monitoring the patient’s condition carefully over time without taking any urgent action.

Bibliographic and Citation Tools

  • Popularized by social psychologist Kurt Lewin, the Force-Field Analysis framework examines the driving and restraining forces affecting a decision or desired change.
  • For example, when launching a new product, a high initial investment could be mitigated by first running a pilot project on a small scale to test the market’s response.
  • The triangulation of these methods provided a comprehensive understanding of the ethical challenges nurses face, capturing diverse perspectives 24.
  • Although methods of decision-making and frameworks are inseparable, they play distinct roles in the decision-making process.
  • This study employed a multi-method qualitative study design to explore ethical dilemmas and decision-making processes among emergency and critical care nurses in the Western Amhara region of Ethiopia.

With that said, using this model effectively does require Grocery Store Accounting a certain degree of creativity and imagination since you will have to visualize the outcome of each possible solution. The intuitive decision-making model can also be useful in cases where you don’t have a lot of time and need to make a decision quickly. DH secured grant funding with assistance from AE, MB, and DR. AT, DH, AE, MB and DR conceived and designed the study. All authors read and critically revised the manuscript and approved the final version. The datasets as part of the current study are generated and/or analyzed and owned by the authors of this paper. Data sharing is not applicable to this article as no datasets were generated or analyzed during the current study.

Resources

decision making framework

It is widely used in finance, economics, and risk management, where uncertainty is a defining factor. Dave Snowden developed the Cynefin Framework, which categorizes decision-making contexts into simple, complicated, complex, and chaotic domains. Edward de Bono introduced the Six Thinking Hats framework, which employs different metaphorical “hats” to represent various thinking perspectives—logic, emotion, creativity, critical analysis, and others. This theory is particularly useful in understanding and predicting decision-making in economics, finance, and marketing, where decisions are often influenced by perceived gains and losses. In this article, we will explore a plethora of decision-making frameworks, helping you understand when and how to use each. Deciding whether you should order tacos or sandwiches for your team offsite doesn’t warrant decision making framework this much discussion and elbow grease.

decision making framework

Related Terms

  • A clear understanding of these components is critical in developing an effective decision-making framework.
  • The PDD framework follows the same basic steps as some of the other ones we’ve covered but with a slight twist that makes it more ‘consensus-friendly’.
  • This comprehensive guide aims to shed light on decision-making frameworks, their importance, different types, implementation steps, overcoming challenges, and the role of technology in enhancing decision-making processes.
  • Originally a quality management methodology developed by Bill Smith at Motorola, Six Sigma can also be applied as a decision-making framework.
  • Similar ethical concerns about pain management have been highlighted, where healthcare providers often struggle to balance effective pain relief with the potential for harm 33.

This newly developed method acknowledges the variety of patient profiles, taking into account everything from personal preferences to medical histories as well as genetic predispositions 10,11,12. By using this extensive patient data, healthcare professionals may make better decisions, resulting in treatments that are not only more successful but also use less resources and less money than they need to. Figure 1 shows the graphical illustration of right medication with personalized healthcare treatment. In today’s worldwide healthcare setting, a number of new initiatives are redefining how healthcare is handled and delivered. The emergent use of telemedicine as well as distant healthcare facilities is one prominent trend, spurred by advances in digital technology and the demand for accessible treatment, especially in underprivileged areas. Through the use of virtual meetings, remote surveillance of chronic illnesses, and quick access to health information, this initiative has completely changed how patients and doctors communicate 1,2,3.

  • Another way to incorporate data into your decision-making process is by using a decision matrix.
  • The study was conducted over a four-month period, from September 2023 to December 2023.
  • His mentorship goes beyond interview prep, focusing on building lasting skills for career success, inspired by the guidance he once received from his own mentors.
  • This blog summarizes the SANS Draft Critical AI Security Guidelines v1.0 outlines how enterprises can securely and effectively implement AI using a risk-based approach.
  • The intuitive decision-making model probably shouldn’t be the first model you turn to when you need to make a decision, but there are instances where it can be useful.

Analytical Tools and Techniques

It is particularly useful in change management and strategic planning, where understanding the balance of forces can inform effective strategies. This method facilitates the identification of factors that support or hinder the desired outcome, guiding strategies to manage these forces effectively. Game Theory, a mathematical model introduced by mathematician John Nash, scrutinizes strategic decision-making where multiple players’ choices interact. Introduced by Herbert Simon, the Bounded Rationality framework recognizes human limitations in processing information and making decisions.

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