Free Essay

Chaos Report

In:

Submitted By Luna230
Words 1523
Pages 7
Chaos Report
The Standish Group is a widely known source of independent primary research and analysis of IT project performance. In 1995, the Standish Group published the CHAOS Report, an often-quoted analysis that focuses on the failure of IT projects to better improve overall IT project performance. The CHAOS Report had documented monetary loss on software developments for unsuccessful projects. The Standish Group comprised such data using focus groups, in depth surveys and executive interviews discussing project performance of completed IT projects. The CHAOS Report provides data on the failure rate of IT projects and also details common explanations for such failure.

The authors of the CHAOS Report describe the advantageous process of building bridges to accentuate the lack thereof in software development; Alfred Spector had used such a comparison originally in his article, a computer science perspective of bridge design. The concept is that an error, which resulted in the collapse in a bridge, can be so great in its severity that investigations were subsequently done, allowing those involved in the building process to learn from their mistakes. Differentially, the computer industry allegedly covers up, ignores and/or rationalizes the errors or shortcomings that led up to the failure. The Standish Group contends that project failures will decrease if the following is focused on following a project failure: the scope of software project failure, main factors that cause such projects to fail and the key ingredients that can reduce project failure.

Chaos Report
The CHAOS Report indicates that there are three outcomes upon the ending of a project. Research conducted by the Standard Group and their findings were incorporated with each type of project resolution. The CHAOS Report indicates that the average software projects completed successfully; meaning on time and on budget was 16.2%. A second type of resolution, project challenged, are projects that are completed but had taken longer than intended, over exceeded budget and/or did not meet project expectations; this type accounted for 52.7%, which in turn cost 189% of the original estimate. The remaining 31.1% are project impaired; projects that are cancelled prior to completion, resulting in the most profit loss due to the squandered investments put into the failed project (Chaos, 1995).

Two common causes of projects becoming challenged or impaired are due to cost overruns and time overruns. According to the Chaos Report, the two above-mentioned types of project resolutions result in cost overruns of 150-200%. Cost overruns averagely total 189% of the original estimate. More specifically, average cost overrun for small companies is 214%, medium size companies 182% and 178% for large companies. One third of the challenged or impaired projects that failed due to projects running past the projected time frame resulted in overruns of 200-300%. The average overrun is 222% of the original time estimate; more specifically smaller companies is 239% time overrun, medium size companies is 230% and large companies is 202%. It should be noted that the Standard Group define company
Chaos Report sizes by their annual revenue; small companies range from $100-$200 million per year, median company range from $200 million to $500 million per year, and large companies accrue over $500 million per year. Projects resulting in cost and time overruns can be attributed to restarts of the project, which can occur more than once during a projects (Chaos, 1995).

A project can also be considered a failure when the outcome does not equate with the anticipated features and functions the company sought after. According to the Standard Groups statistics, more than a quarter of the challenged projects had been completed with only 25-49% of the originally specified features and functions. Of these projects, only 61% of the originally specified features and functions were even available. The following statistics are the percentage of projects’ features and functions, based on company size, that were not available in the end product; small companies with 74%, medium companies with 65% and large companies with 42%. To emphasize the problem of projects not having the originally desired features and functions in the end result, the Standard Group determined that 365 companies have a combined total of 3,682 applications still under development (Chaos, 1995).

In determining the factor that caused a project to ultimately fail or at least cause difficulties, it stands to reason that many factors play a role. The same logic applies to the reason projects are successful. Although it’s the combination of several factors
Chaos Report that bring about success or failure in a project, there are particular factors that have the most impact on the result. According to data obtained by the Chaos report, the following statistics were taken when executives whom have experience with handling or overseeing company projects were asked in interviews the cause of a project’s success or failure. User involvement appears to have the greatest significance on the outcome of a project. The number of responses that believe user involvement has a critical role in project success is 15.9%, while lack of user input is believed by 12.8% to be the cause of project failure. Another essential requirement for project success is incomplete requirements and specifications. The number of responses that felt this requirement contributed to project success is 13%, moreover, 12.3% believed incomplete requirements and specifications contributed most to challenged projects.

It should be noted that a similar factor, changing requirements and specifications, were felt like the cause of challenge by 11.8% of those interviewed. The last discussed factor that is significant for the success of a project is lack of executive support. There were 13.9% of those who felt that this had a direct effect on project success while 7.5% felt that the lack thereof resulted in project failure (Chaos, 1995). Of course there are numerous explanations that could be made upon completion of a project in deciding factors that caused its success or failure, but it

Chaos Report appears that user involvement, executive management and clear statement of requirements have the most significant role.

Conclusively, The Standish Group had conducted a significant amount of research in their work regarding the difficulties IT projects face and the root cause of their success or failure. Positively, the Chaos Report had ensured its readers at the end that the report is not in depth enough to portray a real solution to the problem of IT project failure rates, yet the accuracy of their statistics is not mentioned. In an interview with the researcher of the Chaos Report, Jim Johnson, it was discovered that one’s involved in the studies had been paid to do so, in their attempt to get non-biased information. Due to this fact, the Standish Group gets case information and received an income from doing the analysis; therefore all data is confidential and cannot be released (http://www.infoq.com, 2006). Due to the lack of information and evidence to support their statistics, it is difficult to consider the oftentimes-extreme statistics that are provided in the Chaos Report. If the statistics in the Chaos Report are disputable, it can be said that the theories associated with such statistics are meaningless.

Furthermore, The Chaos report has three resolutions types; project success, project challenged and project impaired. Those that participate in the surveys have different roles they play towards the success of such project, therefore it can be said
Chaos Report that their belief on the outcome is bias. For example, an executive manager interviewed on what caused a challenged or failed project will most likely have a biased belief on it, and are less likely to blame whichever role they played in the project. All of the factors that the Chaos report listed as a cause of failure or success in a project are believable and should all be considered when a project begins. Notwithstanding, attaching specific percentages as to their role in project success is less plausible. The credibility to the statistics in the Standish Group have been widely refuted by critics, therefore studies have been conducted to disprove such statistics.

In one intensive study to validate or refuse the Chaos Report statistics, data showed that the Standish’s definitions do not include the partiality of forecasts. According to Standish Group, a project is successful when the initial forecasts of costs and duration are higher than the actual cost and durations, and initial forecasts of functionality of a project are lower than actual functionality. It was determined that the prejudice of forecasts are not considered in the Chaos group and due to their statistics relying heavily on such forecasts, the results are misleading (Chaos, 1995). At the end, the Chaos Report can be a useful tool in determining potential flaws in IT projects and options to consider making such a project a success, but it does not seem advantageous as a project manager to rely decisions solely on the statistics quoted in the Chaos report.
References

Chaos. (1995). THE STANDISH GROUP REPORT
Preuss, D. (2006, August 25). Interview: Jim Johnson of the Standish Group. Retrieved from http://www.infoq.com/articles/Interview-Johnson-Standish- CHAOS website:

Similar Documents

Premium Essay

Trading

...Short Introduction to Trading Theory (S.A.Bartlett) Markets possess both complex dynamic and quantum system qualities. Complex as current dynamics are fully determined by current conditions, with every resulting action or cause producing a reaction or effect, forming the base of subsequent future actions. Quantum as states of equilibrium and disequilibrium occurs between different price bands. With the inherit behaviour of dynamic systems highly sensitive to initial conditions, behaviour of price trends remain a deterministic non-periodic flow, with the perceived construction of trends a by-product of the intra and inter day assorted occurrences exhibiting force upon one another. As the occurrence of these deterministic non-periodic flows exhibit both the reflexivity and factual states of the market; reflexive in its self perpetuating/self defeating distribution, fractural in its display of similar dimensional structure, any qualitative trajectory remains highly dependant on the initial conditions. Given the complex dynamical structure of markets, where the initial conditions remain unstable, bifurcating in accordance with the proceeding reaction or effect, the production of long term (fortnightly, monthly quarterly etc) probability distributions remains highly inaccurate. However, as the use of the mathematical models measuring the structural stability, underlying dynamics and non-linear movement of the basin of attraction, the calculation of the probable short...

Words: 593 - Pages: 3

Free Essay

Henon Attractor Application in Real Life

...astronomer Michele Henon.[2] [5] [pic] Fig. 1 Henon map with parameters a = 1.4 and b = 0.3. The chaotic behavior of the attractor has many physical applications. Such as: ▪ Application to the transverse betatron motion in cyclic accelerators ▪ Application of the Henon Chaotic Model on to design of low density parity ▪ Application to Financial Markets ▪ Application on area-conserving ▪ Deterministic chaos in financial time series by recurrence plots ▪ Application to the motion of stars Application in air bubble formation Introduction Below the explanation of how the Henon attractor effects a real life application is presented, which is based on the bubble formation. This experiment took place in order to detect the chaotic dynamics that give the bubble shape and motion. By using the methodology that is described below, observations using topological characterization, a chaotic region where some reconstructed attractors resemble Henon-like attractors, which visualize a possible route to chaos in bubbling dynamics. The formation of air bubbles was studied submerging nozzle in a water/glycerol solution inside a...

Words: 976 - Pages: 4

Premium Essay

Order and Chaos in Jurassic Park

...Film Analysis 1 Fine Arts Film- Spring 2014 Order and Chaos in Jurassic Park First time watching Jurassic Park the theme that stands out most is Man vs. Nature but this is not the best fit. The true theme is almost shown straight forward during the helicopter ride to the island when Dr. Malcolm states, “John doesn't subscribe to Chaos, particularly what it has to say about his little science project!” (Koepp 19) pitting him against Hammond. These two are the most obvious players in the chaos game, but Dr. Sattler against Dr. Grant and the Tyrannosaurus Rex (T. rex) against the Velociraptors (Raptors) are also players. The other characters do not have as defined roles but still play into the game. They all have a common theme: Chaos vs. Order. Most of the main characters arrive on the island on the same helicopter. The first view inside shows Hammond, Dr. Sattler, and Dr. Grant on the right with Dr. Malcolm and Gennaro on the left. This scene shows who is on which side of the line, but Hammond’s and Dr. Malcolm’s conflict with each other is most prevalent. Hammond is wearing all white while Dr. Malcolm is, “dressed all in black” (Koepp 18) adding visual representation of the polar difference between chaos and order. Chaos and order is the root topic during the Velociraptor birth and lunch scene. Dr. Sattler and Dr. Grant debate which will win in the end but Dr. Malcolm and Hammond have already made up their minds. Chaos is thrown its first blow when Dr. Malcolm is hurt by the...

Words: 996 - Pages: 4

Premium Essay

Cyp 3.1 Explain The Significance Of The Study

...CAHMS is an organisation that is striving to meet the growing and diverse needs of the population of children and young people. It has a network of mental health and psychiatry, in which the different units offer a wide range of services, coordinate among themselves for the information exchange, the dynamic definition of the respective areas competition, including patient flow, and joint activities, including the promotion and protection of mental health, such as treatment and rehabilitation of diseases. The concept of network at CAHMS refers to the links established between people, groups and / or institutions, each having its own characteristics and particular, they recognise the basic need to bond and work together to compliance with common objectives, sharing a space of equality, where relations are horizontal and different knowledge and contributions are recognised (Swayne, et.al, 2012). The service network at CAHMS emerges from a new model of care that translates axis from the physical structure of an establishment (office, hospital) the clinical benefits or acts supplied by a group of establishments, programs, health equipment, professional and technical, and self-help organisations (Users and family), which may even have different dependencies administrative and / or financial, public or private. The various network components They must be articulated consistently so as to ensure the diversity and intensity of the care required by the patient and family, continuity of...

Words: 1558 - Pages: 7

Premium Essay

Complexity and Strategy

...Part IV Emerging and Integrating Perspectives January-2007 MAC/ADSM Page-213 1403_985928_17_cha14 January-2007 MAC/ADSM Page-214 1403_985928_17_cha14 CHAPTER 14 Complexity Perspective Jean Boulton and Peter Allen Basic principles The notion that the world is complex and uncertain and potentially fast-changing is much more readily acceptable as a statement of the obvious than it might have been 30 years ago when complexity science was born. This emerging worldview sits in contradistinction to the view of the world as predictable, linear, measurable and controllable, indeed mechanical; it is the so-called mechanical worldview which underpins many traditional approaches to strategy development and general management theory (see Mintzberg, 2002 for an overview). The complexity worldview presents a new, integrated picture of the behaviour of organisations, marketplaces, economies and political infrastructures; these are indeed complex systems as we will explain below. Some of these behaviours are recognised in other theories and other empirical work. Complexity theory is unique in deriving these concepts through the lens of a coherent, self-consistent scientific perspective whilst nevertheless applying it to everyday, practical problems. These key principles can be summarised here: There is more than one possible future This is a very profound point. We are willing to accept the future may be too complicated to know, but the notion...

Words: 12410 - Pages: 50

Free Essay

Build and Study Electronic Circuits That Have Chaotic Behavior

...deterministic nonlinear system that is extremely sensitive to initial status. Chaotic circuit is the circuit with nonlinear components, which is diode in this project. The objective of this project is to build chaotic circuit and analyze chaotic behavior in the circuit. RLD is used as the chaotic circuit in the experiment. The experiment is carried out basically successful, important results and conclusions has acquired from the experiment and looking up the papers of predecessors online. In addition, PSpice is used to get simulation results to compare with experimental results. To analyze the chaotic behavior, the relative knowledge such as resonance frequency, diode capacitance, bifurcation phenomenon and Fiegenbaum constant are included. This report will show the method, results, analysis and conclusion in details. Contents 1 Introduction 1.1 Background information . . . . . . . . 1.2 Theory . . . . . . . . . . . . . . . . . . 1.2.1 RLD circuit . . . . . . . . . . . 1.2.2 Resonance frequency . . . . . . 1.2.3 Diode Capacitance . . . . . . . 1.2.4 Chaotic behavior: bifurcation, harmonic . . . . . . . . . . . . 1.3 Objective . . . . . . . . . . . . . . . . 1.4 Structure . . . . . . . . . . . . . . . . 7 7 8 8 9 9 . . . . . . . . . . . . . . . . . . . . period . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . doubling and . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . sub. . . . . . . . ...

Words: 11269 - Pages: 46

Premium Essay

5.06 Ap English

...Report: Our High Schools May Not Adequately Prepare Dropouts For Unemployment What is the essential cultural observation or situation being satirized? What clues lead you to this conclusion? The author to the article is making a joke out of how dropping out of high school will inevitably make them unemployed and how the school system is not preparing them for the reality of life, surely to fail those who drop out. A clue that lead me to this conclusion is when the author quotes Margaret Spellings, who said, “easy grading encourages students to be sloppy and late handing in homework- a skill that makes future deadbeats very competitive in stone walling landlords and bill collectors” emphasizing on the mockery of the school systems. What rhetorical strategies does the writer use to achieve this satire? List them, and explain how each is used. Sarcasm - Sarcasm is a primary rhetorical strategy used to achieve the satire. For instance, when the author states, “Chao also suggested that schools hold more blood drives, which would prepare dropouts for visits to their local blood-plasma donation centers for quick and easy cash,” they are mocking how many dropouts are ‘deadbeats’ who only know one way on making cash without putting in effort. The author quotes many people in authority in the school system, such as Labor Secretary Elaine Chao, appealing to ethos, convey although this story has credibility. Irony - Irony also plays a large part on the effective satire. It is used when...

Words: 1019 - Pages: 5

Premium Essay

Newtonian Theory vs. Chaos Theory

...Shifting Paradigms: From Newton to Chaos   In the article “Shifting Paradigms: From Newton to Chaos”, Toby Tetenbaum argues that Chaos theory, a term used to describe nonlinear complex systems and organizations, can be used to study change in organizations.  Unlike Newtonian scientists who believed that “…relationships between cause and effect are simple, clear and linear.”   , Tetenbaum argues that due to the information era organizations are more complex with employees working anytime from dispersed locations.  The increasing speed of communications and the demand for knowledge sharing has also contributed to more of a self managed model.  Consequently, Tetenbaum says that the 21st century manager’s role must consist of 5 critical skills.  He/she must be able to:  1) Manage the Transition, 2) Build Resilience, 3) Destabilize the System, 4) Manage Order and Disorder, the Present and the Future, and 5) Create and maintain a Learning Organization. In the first role, “Managing the Transition”, Tetenbaum explains that organizations are moving from the industrial to the information era.  Both employees and managers have to change their attitudes towards how work is done and how problems are solved.  In the industrial era workers take orders from upper management and follow instructions to ensure the expected results.   Their knowledge and practices are based on proven skills and experiences previously tested. Transitioning to an information era would mean letting go of what is...

Words: 925 - Pages: 4

Free Essay

Chaos

...Chaos: A short Introduction Scientists have been coming up with theories for thousands of years now. The theories have been tried and tested have been altered and improved to better understand why certain things happen in and out of this world. Many of these theories are still in the works and our not fully comprehendible and scientists have been working hard to achieve breakthroughs in these areas. One such theory has achieved several breakthroughs within the past couple of years and that theory is called Chaos Theory. This theory first started out mainly as a sort of fictitious happening only read about in novels until lately when scientist have discovered that this theory may have more effect than previously deliberated. In Leonard Smith’s book, “Chaos: A Very Short Introduction” he gives an understandable account of what the Chaos Theory is and how it affects the environment around us. Leonard explains to the reader how the Chaos Theory works through mathematical diagrams, models, and simulations to show the possible results the theory could claim on the environment around us. The book is for the most part easy to understand and gives the reader a sufficient understanding even if the reader does not have a background in mathematics or science. Chaos theory first came about when scientist decided they wanted to be able to predict the future more accurately of certain events happening. The theory takes a look at the initial beginning of a system and tries to determine...

Words: 1845 - Pages: 8

Free Essay

Chaos Theory

...INTRODUCTION TO CHAOS THEORY BY T.R.RAMAMOHAN C-MMACS BANGALORE -560037 SOME INTERESTING QUOTATIONS * “PERHAPS THE NEXT GREAT ERA OF UNDERSTANDING WILL BE DETERMINING THE QUALITATIVE CONTENT OF EQUATIONS; TODAY WE DO NOT KNOW WHETHER THE EQUATIONS OF FLUID FLOW CONTAIN THE BARBER POLE STRUCTURE OF TURBULENCE; TODAY WE DO NOT KNOW WHETHER THE SCHRODINGER EQUATION CONTAINS FROGS, MUSICAL COMPOSERS OR MORALITY OR WHETHER SOMETHING BEYOND IT LIKE GOD IS NEEDED OR NOT “ PARAPHRASED FROM R.P.FEYNMAN * “ONLY A CORNER OF THE VEIL HAS BEEN LIFTED, BUT PERHAPS WE HAVE STARTED ON THE ABOVE JOURNEY ” PARAPHRASED FROM FLORIS TAKENS WHAT IS CHAOS THEORY? * CHAOS THEORY IS BASED ON THE OBSERVATION THAT SIMPLE RULES WHEN ITERATED CAN GIVE RISE TO APPARENTLY COMPLEX BEHAVIOR. * EG. LET US CONSIDER X0 RULE X1 X2 RULE | | | | X1 XN RULE X N+1 THE BASIC OBSERVATION IS ; IF IN THE IMPLEMENTATION OF THE ABOVE RULE X 0 IS CHANGED BY A SMALL AMOUNT, THE RESULTING SEQUENCE WILL BE VERY DIFFERENT. AFTER SOME ITERATIONS MATHEMATICIANS HAVE STILL NOT AGREED ON A DEFINITION OF CHAOS THAT IS ACCEPTABLE TO ALL HOW EVER AN OPERATIONAL (MEANING ONE THAT CAPTURES MOST ESSENTIAL FEATURES) DEFINITION OF A CHAOTIC SYSTEM IS ; 1) THE SOLUTION MUST BE APERIODIC 2) THE SOLUTION MUST BE BOUNDED 3) THE SOLUTION MUST BE EXPONENTIALLY SENSITIVE TO INITIAL CONDITIONS THE RULE THAT GOVERNS A CHAOTIC SYSTEM MUST SATISFY CERTAIN PROPERTIES 1) THE RULE MUST BE NONLINEAR 2) IN THE...

Words: 1747 - Pages: 7

Free Essay

Modeling of Prediction System: an Application of the Nearest Neighbor Approach to Chaotic Data

...App. Math. and Comp. Intel., Vol. 2 (1) (2013) 137–148 http://amci.unimap.edu.my © 2013 Institute of Engineering Mathematics, UniMAP Modeling of prediction system: An application of the nearest neighbor approach to chaotic data N. Z. A. Hamida,b,*and M. S. M. Nooranib a Department of Mathematics, Faculty of Science and Mathematics, Universiti Pendidikan Sultan Idris 35900, Tanjung Malim, Perak, Malaysia b School of Mathematical Sciences, Faculty of Science and Technology, Universiti Kebangsaan Malaysia, 43600, Bangi, Selangor, Malaysia Received: 20 February 2012; Revised: 12 February 2013, Accepted: 25 February 2013 Abstract: This paper is about modeling of chaotic systems via nearest neighbor approach. This approach holds the principle that future data can be predicted using past data information. Here, all the past data known as neighbors. There are various prediction models that have been developed through this approach. In this paper, the zeroth-order approximation method (ZOAM) and improved ZOAM, namely the k-nearest neighbor approximation (KNNAM) and weighted distance approximation method (WDAM) were used. In ZOAM, only one nearest neighbor is used to predict future data while KNNAM uses more than one nearest neighbor and WDAM add the distance element for prediction process. These models were used to predict one of the chaotic data, Logistic map. 3008 Logistic map data has been produced, in which the first 3000 data were used to train the model while...

Words: 4312 - Pages: 18

Premium Essay

Butterfly Effect

...Before answering this question I think it is important to start with the chaos theory and its principles. Chaos is a science of surprises, nonlinear systems and unpredictability. Chaos teaches people to expect unexpected, to deal with impossible. In everyday language chaos means dynamic and random behavior. From the science perspective, chaos theory deals with nonlinear things that are effectively impossible to predict or control, like turbulence, weather, the stock market, our brain states, and so on. Chaos theory relies on basic principles: butterfly effect, unpredictability, order and disorder, mixing feedback and fractals. The answer on the question about shareholder’s focus on a single issue and its effect on a corporation lies deep in the roots of butterfly effect theory. Butterfly effect theory is often associated with Edward Lorenz, mathematician and meteorologist, who has proved from the theoretical example that formation of hurricane in one place depends on whether or not a distant butterfly had flapped its wings several weeks earlier. Thus, a butterfly that flaps its wings in Hong Kong can result in tornado in Texas. Small change at one place in nonlinear systems can result in large differences in a later state. The same scenario is related to a shareholder who can make a big change in the company just by focusing on a single issue. The answer is based on a scientific theory that a single occurrence, no matter how small, can change the course of the universe...

Words: 501 - Pages: 3

Premium Essay

Assignment

...APPENDIX A: ASSIGNMENT COVER SHEET (SAMPLE) ASSIGNMENT COVER SHEET | Surname | NGUBO | First Name/s | JABULISILE HAPPINESS | Student Number | 501854 | Subject | BUSINESS MANAGEMENT 1A | Assignment Number | 01 | Tutor’s Name | THEMBA MKHIZE | Examination Venue | DURBAN | Date Submitted | 02 APRIL 2015 | Submission (√) | First Submission | √ | .resubmission | | Postal Address | 17 Queen street | | Pietermaritzburg | | | | | | | 3201 | E-Mail | Jabulisile.ngubo@durban.gov.za | Contact Numbers | 031 – 322 4600 (Work) | | N/A (Home) | | 071 386 1358 (Cell) | Course/Intake | BCom ITM Year One Jan 2015 | Declaration: I hereby declare that the assignment submitted is an original piece of work produced by myself. | Signature: J.H Ngubo | Date: 02-04-2015 | TABLE OF CONTENTS: Section A Question 1 1.1 – 1.10 (Multiple choice) ------------------------------------------------------ page 2 Question 2 2.1 – 2.10 (True or False) --------------------------------------------------------- page 3 Section B Question 4 4.1- 4.2 (Discuss and Identify) -------------------------------------------------- page 4-6 Question 5 5.1-5.2 (Discuss and Identify) --------------------------------------------------...

Words: 2238 - Pages: 9

Free Essay

Chariya

...CHAOS THEORY It is a field of study in mathematics, with applications in several disciplines including, and philosophy. Chaos theory studies the behavior of dynamical systems that are highly sensitive to initial conditions—a response popularly referred to as the butterfly effect. Chaotic behavior can be observed in many natural systems, such as weather and climate. This behavior can be studied through analysis of a chaotic mathematical model, or through analytical techniques such as recurrence plots and Poincare maps. This latter idea is known as sensitive dependence on initial conditions , a circumstance discovered by Edward Lorenz (who is generally credited as the first experimenter in the area of chaos) in the early 1960s. DEFINITION: It is the study of non linear dynamics, in which seemingly random events are actually predictable from simple deterministic equation. Chaos theory concerns deterministic systems whose behavior can in principle be predicted. Chaotic systems are predictable for a while and then appear to become random. The amount of time for which the behavior of a chaotic system can be effectively predicted depends on three things: * How much uncertainty we are willing to tolerate in the forecast? * How accurately we are able to measure its current state? * Which time scale is depending on the dynamics of the system? The two main components of chaos theory are the ideas that systems - no matter how complex they may be - rely upon an underlying...

Words: 4143 - Pages: 17

Free Essay

Academic

...STRATEGY Harry R. Yarger February 2006 This publication is a work of the United States Government as defined in Title 17, United States Code, section 101. As such, it is in the public domain, and under the provisions of Title 17, United States Code, Section 105, it may not be copyrighted. Visit our website for other free publication downloads http://www.StrategicStudiesInstitute.army.mil/ To rate this publication click here. ***** The views expressed in this report are those of the author and do not necessarily reflect the official policy or position of the Department of the Army, the Department of Defense, or the U.S. Government. This report is cleared for public release; distribution is unlimited. ***** Comments pertaining to this report are invited and should be forwarded to: Director, Strategic Studies Institute, U.S. Army War College, 122 Forbes Ave, Carlisle, PA 17013-5244. ***** All Strategic Studies Institute (SSI) monographs are available on the SSI homepage for electronic dissemination. Hard copies of this report also may be ordered from our homepage. SSI’s homepage address is: www.StrategicStudies Institute.army.mil. ***** The Strategic Studies Institute publishes a monthly e-mail newsletter to update the national security community on the research of our analysts, recent and forthcoming publications, and upcoming conferences sponsored by the Institute. Each newsletter also provides a strategic commentary by one of our research analysts. If you are interested in receiving...

Words: 27758 - Pages: 112