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09 Oct 2015 
The development of software in the presence of uncertainty is a well developed discipline, a well developed academic topic, and a well developed practice with numerous tools, database, and models in many different SW domains.



Economics is the study of how resources (people, time, facilities) are used to produce anddistribute commodities and how services are provided in society.Engineering economics is a branch of microeconomics dealing withengineering related economic decisions.Software Engineering Foundations: A Software Science Perspective,Yingxu Wang, Auerbach Publications.



Software engineering economics is a topic that addresses the elements of software project costs estimation and analysis and project benefit-costratio analysis. As well these costs, and the benefits from expending those costs, produce tangible and many times intangible value. Thetime phased aspects of developing software for money, means we need to understand theschedulingaspects of producing this value.

All three variables in the paradigm of software development for money - time, cost, and value - are random variables. This randomness comes from the underlyinguncertainties in the processes found in the development of the software. These uncertainties are always there, they never go away, they are immutable.

Economic Foundations of Software Engineering



There are fundamentalprinciples and methodologies utilized in engineering economics and theirapplications in software engineering that form the basis of decision making gin the presence of uncertainty. Theseformal economic models includethe cost of production, and market models based onfundamental principles of microeconomics. The dynamic values of moneyand assets, patterns of cash flows, can be modeled in support of managements need to make decisions in the presence the constant uncertainties associated with software development

Economic analysis methodologies for engineering decisions include projectcosts, benefit-cost ratio, payback period, and rate of return can be rigorouslydescribed. This is the basis of any formal treatment of economic theories andprinciples. Software engineering economics is based on elements ofsoftware costs, software engineering project costs estimation, economicanalyses of software engineering projects, and the software maintenance cost model.



Economics is classified into microeconomics and macroeconomics.Microeconomics is the study of behaviors of individual agents and markets. Macroeconomics is the study of the broad aspects of the economy, for example employment,export, and prices on a national or global scope.





A universal quantitative measure of commodities and services ineconomics is money.



Engineering economics is a branch of microeconomics. There are some basic axioms of microeconomics and engineering economics.

Demands and supplies are the fundamental behaviors of dynamicmarket systems, which form the context of economics. Not enough Java programers in the area, cost for Java programmers goes up. Demand for rapid production of products, cost of skilled labor, special tools and processes goes up. COBOL programmers in 1998 to 2001 could ask nearly any price for their services. FORTRAN 77 programs here in Denver can get exorbitant rates to maintenance scheduling software help maintain the Ballistic Missile Defense System when a local defense contractor was awarded the maintenance and support contract for Cobra Dane.

Making Decisions in the Presence of Uncertainty

Making decision is about Opportunity Costs



Opportunity Costs are thosecostresulting from the loss of potential gain from the other alternatives then the one alternative chosen by the decision maker.



Every time we make a decisions involving multiple choices we are making anopportunity cost based decisions. Since most of the time these costs in in the future and are uncertainty, we need to estimate thoseopportunity costs as well as the probability that our choice is the right choice to produce the desired beneficial outcomes.

Here's an example from a tool we use, Palisade software's Crystal Ball. There are similar plug in for Excel (RiskAmp is affordable for the individual).

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Another useful tool in the IT decision making world is Real Options. Here's a simple introduction to RO's and decision making.

In the end there is an immutable principle

In the presence of uncertainty, making decision about actions today that impact outcomes in the future requires some mechanism for determining those outcomes in the absence of perfect information. This absence of information creates risk. Decision making in the presence of uncertainty and resulting riks means

These decisions typically have one or more of the following characteristics: [1]

The Stakes The stakes are involved in the decision, such as costs, schedule, delivered capabilities and those impacts on business success or the meeting the objectives. Complexity The ramifications of alternatives are difficult to understand the impact of the decision without detailed analysis. Uncertainty Uncertainty in key inputs creates uncertainty in the outcome of the decision alternatives and points to risks that may need to be managed. Multiple Attributes Larger numbers of attributes cause a larger need for formal analysis. Diversity of Stakeholders Attention is warranted to clarify objectives and formulate performance measures when the set of stakeholders reflects a diversity of values, preferences, and perspectives.

Reducible and Irreducible Uncertainty

All project work is probabilistic driven by underlying statistical processes that create uncertainty. [2] There are two types of uncertainty on all projects. Reducible (Epistemic) and Irreducible (Aleatory).



Aleatory uncertainty arises from the random variability related to natural processes on the project - the statistical processes.Work durations, productivity, variance in quality. Epistemic uncertainty arises from the incomplete or imprecise nature of available information - the probabilisticassessment of when an event may occur.

There is pervasive confusion between these two types of uncertainties when discussing the impacts on these uncertainties on project outcomes, including the estimates of cost, schedule, and technical performance.



All The World's a NonLinear, Non-Stationary Stochastic Process, Described by 2nd Order non-Linear Differential Equations.



In the presence of these conditions - and software development is - we need to understand several maintenance scheduling software things for success. What are the coupled dynamics? What are the probabilistic and statistical processes that drive these dynamics? And how can we make decision in their presence?

Predictive Analytics of Project Behaviors

In the presence of uncertainty, the need topredictfuture outcomes is critically important. One of the professional societies I belong to has a presentation o this topic. Here's a small sample of a mature process for estimating future outcomes given past performance. If you backup the URL see all the briefings on the topic of cost, schedule, and performance management used in the domains I work.

Screen Shot 2015-09-17 at 8.07.02 AM



[1] Risk Informed Decision Making Handbook,NASA/SP-2010-576 Version 1.0 April 2010.

[2] "Risk-informed decision-making in the presence of epistemic uncertainty," Didier Dubois, Dominique Guyonnet,International Journal of General Systems, Taylor & Francis, 2011, 40 (2), pp.145-167.




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09 Oct 2015 
No More Be Concerned About Time Management Planning By Using These Tips


Time's valuable. Not using time wisely could mean just getting by versus actually succeeding well in life. You will additionally discover much more time for play and rest. It is possible to accomplish far more by merely implementing the following tips.


Use timers wisely. Make use of it that will help you focus your energies. Keep enhancing the time until you are approximately how much time that you might want so as to concentrate for.


Working each day prior to schedule is a superb strategy to manage your time and energy. Plan as far in advance as you can and work a day or two ahead of time. By preparing a listing of tasks to tackle on the next day is a superb habit to cultivate, finishing off some day of work. Together with your activities planned, you'll think that it is easy to dive right in to the tasks.


If you'are always the past one out of your door, it can help setting deadlines on your own. While you are up against a deadline that may be developing, your other priorities is going to take a back seat and it may result in delays in everything. Yet, should you stay up-to-date with deadlines, then you certainly never need to neglect one task to finish another at the last second.


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Discover ways to refuse when you need to. People discover their schedule too full since they are fearful of saying they do not have time for a task often. Look at your schedule and move from there. Could there be any work there which can be delegated to others? Request assistance from family and friends then.


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One good way of getting all your tasks organized is to make a list. There are few better ways to sort out your day and prepare to be effective efficiently. Consider which everything is most significant. Place them first on your own schedule. Then you'll have the capacity to work towards as a result of things that aren't as crucial.


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By beginning with important ones is essential, Prioritizing your tasks. If you're looking to do your tasks at the same time, you won't do quality work. You could possibly just end up getting nothing accomplished. Make a priority focus and list on completing each task one-by-one to have the results you will need.




What do you really Might like to do? There may be some support for the idea that "in order to undertake it, you'll make time for this." Have a look at activities that can be pulled from your schedule and determine what it is actually you undoubtedly want to do. This makes your lifestyle much better to live.






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You can bundle tasks to save transportation costs and time. Don't just go grocery shopping, instead combine the trip by using a check out the post office or picking up your dry cleaning. Leave ahead of time to obtain these carried out with time and energy to spare.


Effective effective time management is likely to make the grade of your way of life better. When you allocate your time and energy effectively, your stress levels is going to be reduced. Once you get some practice, you'll really increase your life.


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Never force the viewer with a path of your respective choosing or break them away off their current workflow. This means no surveys or offers that must continue. Should you do this, you could turn them off from visiting your page.


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Your main goal is to build an effective website rather than concern yourself with reinventing the sector. Leave that to those spending money on a website design education. You will observe your web site slowly commence to improve, as you get the hang of things. Take a look at more articles and learn everything you can.


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