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  1. If the state variables are continuous and the conditional distributions are linear Gaussian, then the model is called alinear dynamical system. An example of a linear dynamical system is an extension of the aircraft model whose true state at timetis represented by the vector (h. t,˙h.

  2. Aug 28, 2020 · The author offers a four-step framework to pause and assess ambiguous data: 1) Identify which data you’re working with; 2) Recognize which cognitive biases might accompany that data; 3) Invert the...

  3. The New Leadership: Decision Making Under Uncertainty. Great leaders are great decision makers. Faced with a daily barrage of decisions large and small, they know when to seek more information, when to consult with others, when to go with their gut, and even when to reframe the issue.

    • How Does Uncertainty Affect Decision Making?
    • Decision Making Under Stress
    • Decision Making Under Deep Uncertainty
    • Decision Making Under Uncertainty Examples
    Increased risk aversion:When faced with uncertainty, decision makers may become more risk averse and choose safer, less innovative options with fewer risks.
    Difficulty in weighing options:Uncertainty can make it more difficult to weigh the pros and cons of different options, as it can be hard to predict the outcomes of other choices.
    Incomplete information:When information is limited or unavailable, decision makers may have to make decisions based on incomplete data or assumptions, resulting in less informed choices.
    Increased complexity:Uncertainty can increase the complexity of decision making, as decision makers may have to consider a broader range of factors and potential outcomes.
    Prioritizing self-care: Managers should prioritize their well-being and engage in self-care activities, such as exercise, sleep, and relaxation, to manage stress and maintain their ability to think...
    Gathering information:Managers should gather as much information as possible to help inform their decision making. This can include researching, seeking input from experts or stakeholders, and usin...
    Seeking advice:Managers can benefit from seeking the advice of trusted colleagues or mentors to gain a different perspective and help inform their decisions.
    Taking breaks:When under stress, it can be helpful to take breaks to clear the mind and refocus. This can include taking a walk, engaging in mindfulness practices, or simply stepping away from deci...
    Scenario planning: This approach involves creating multiple scenarios to explore different possible future outcomes and consider the implications of each scenario for the organization.
    Prototyping and experimentation:In situations of deep uncertainty, it can be helpful to test potential solutions through prototyping and experimentation. This allows managers to test ideas and gath...
    Flexibility and agility:When faced with decision making under uncertainty, managers should aim to be flexible and agile in their decision making, as the situation may change rapidly and require a d...
    Collaboration:Collaborating with others, such as colleagues, experts, or stakeholders, can help managers gather a broader range of perspectives and knowledge to make informed decisions.
    Hiring a new employee: When a manager is faced with the task of hiring a new employee, there may be uncertainty about the individual’s fit with the company culture, their ability to perform the job...
    Launching a new product:A manager may have to do decision making under uncertainty when launching a new product. For example, they may be unsure about the product’s potential market demand, competi...
    Mergers and acquisitions:A manager may face uncertainty when considering a merger or acquisition. For example, they may be unsure about the compatibility of the two organizations, the impact on emp...
    • Embrace the Discomfort of Not Knowing. Throughout our careers, we are conditioned to come up with the answer — as in a single, definitive, correct answer.
    • Distinguish Between Complicated and Complex. Most of us use the terms complex and complicated interchangeably when, in fact, they represent critically different circumstances.
    • Let Go of Perfectionism. In a complex environment, the context is continually shifting; thus, aiming for perfection is futile. Instead, aim for progress, expect mistakes and recognize that you have the ability to continually course correct as needed.
    • Resist Oversimplifications and Quick Conclusions. It’s tempting to oversimplify complex challenges, so that they seem less daunting. For example, breaking a challenge into its respective components can help you to feel like you have a greater command of the challenge at hand, but it can also narrow your view and obscure critical interdependencies, leading to a false sense of security.
  4. Apr 9, 2019 · Part I presents five approaches for designing strategic plans under deep uncertainty: Robust Decision Making, Dynamic Adaptive Planning, Dynamic Adaptive Policy Pathways, Info-Gap Decision Theory, and Engineering Options Analysis.

  5. Jun 15, 2020 · Decision-making amid uncertainty is not easy, but these five principles can help leaders make smart decisions quickly to guide their organizations through crisis. For additional guidance, please read “Decision making in uncertain times.”