SWOT Analysis as an Effective Way to Obtain Primary Data for Mathematical Modeling in Project Risk Management Dmytro Lukianov1[0000-0001-8305-2217], Mikhail Mazeika2[0000-0002-0646-5576], Viktor Gogunskii3[0000-0002-9115-2346], Kateryna Kolesnikova4[0000-0002-9160-5982] 1 Belarusian National Technical University, MIPK branch, Minsk, Belarus lukianov@live.com 2 Belarusian State Technical University, Minsk, Belarus mikes-m@yandex.by 3Odessa National Polytechnic University, Odessa, Ukraine vgog@i.ua 4Taras Shevchenko National University of Kyiv, Kyiv, Ukraine amberk4@gmail.com Abstract. The paper proposes to consider the use of such a classic risk analysis tool as a SWOT analysis in conjunction with the construction of a Markov model for further analysis of the elements of a SWOT matrix. A review of the areas of application of the SWOT analysis is suggested under the assumption that in all these cases, the approach described by the authors is also possible. It is proposed to use an extension of existing analysis methods based on the SWOT matrix, including TOWS and similar methods based on combinations of the effects of pairwise combinations of blocks of the SWOT matrix. We con- sider the option of constructing an adjacency matrix on the basis of the entire set of SWOT factors with its further analysis using both Markov methods and analysis of the number of connections that may arise in each particular case of applying this approach in an adjacency matrix of the corresponding order corre- sponding to the state when the matrix ceases to contain "empty" (equal to zero) elements. An example of a fragment of a real complex SWOT analysis imple- mented using Microsoft Excel software is given. It is proposed to use the de- scribed method in the management of portfolios of projects of organizations Keywords: project management, SOFT-analysis, SWOT-analysis, TOWS- analysis, TRIZ, telescopic observations, DMAIC, Markov decision process. 1 Introduction Statement of the problem and purpose of the study. At present, more and more often one has heard about the "death" of various classical instruments and management Copyright © 2020 for this paper by its authors. Use permitted under Creative Commons License Attribution 4.0 International (CC BY 4.0). ICST-2020 methods. Unfortunately, it is often really difficult to disagree with the arguments of such critics, because the examples of their use or interpretation of the corresponding tools and methods make us recognize, at least, that this is a bad example. On the other hand, this does not mean that the methods themselves are unsatisfactory. Rather, those who use them unsuccessfully, and it seems that those who later deservedly criticize such examples, do not fully understand the scope of this or that tool and its purpose. The most striking example, perhaps of such criticism, is the most common (and dis- tributed) tool, such as SWOT analysis. For example, in one of such aggressively negative works [1], where, it should be noted, there are really excellent examples of how “you don’t need to do a SWOT analysis”, information is given about other col- leagues in the “camp of opponents of SWOT analysis), in particular, the words of authors such as Hill and Westbrook, who back in 1997 in their article “SWOT Analy- sis. It's time to recall the product” [2] provide such data: “Of the 50 companies ana- lyzed, more than 20, including 14 consulting firms, used SWOT. But ... none of them used his results in the subsequent development of the strategy.” It is the practical futil- ity of this "analysis" that is behind the authors' proposal to abandon this «product." Indeed, it is hard to disagree with this. So is it worth or not worth doing a SWOT analysis? This question is rather rhetorical. To make a decision “To do or not to do something?” for starters, you should ask yourself what you’re going to do next with the results of this “Anything?” In the same way we can talk about PEST analysis[3], the creation of the 7K McKinsey model [4] and, in principle, about any other man- agement tools - from the network diagram [5] to the responsibility matrix [6] in the project (program, portfolio). To understand “To do or not to do?” Something, proba- bly, I would also like to understand if the result made will be the final result or is it still intermediate? And, if this is some kind of intermediate, auxiliary result, then the next question should be precisely the question “And what is to be done with this in- termediate result?”. Who needs it and why? Of course, if there is no answer to these questions, then it is fair to conclude that the work itself to create such an intermediate result is pointless! But for this, as correctly indicated in [7], you need to deal with the definitions. 2 Analysis of recent research and publications The authors of the SWOT analysis are rightfully considered to be members of a group of scientists at Stanford Research Institute: R. Stewart (research leader), Marion Dosher, Otis Benepe and Albert Humphrey (Robert Stewart, Marion Dosher, Otis Benepe, Birger Lie, Albert Humphrey) [8]. And this source also noted that “exploring the organisation of strategic planning in companies on the Fortune's 500 list, they eventually came to a system called SOFT: Satisfactory, Opportunity, Fault, Threat. And only later this model was modified and renamed to SWOT. The SWOT model was first published in 1966, the final modifica- tion of the SWOT analysis was presented by the authors in 1973 [9]. Although, for the first time, the SWOT acronym was publicly announced in Har- vard in 1963 at a conference on business policy issues by Professor Kenneth An- drews, who is probably also worth mentioning as the “co-parent” of this method. It might still be fair to consider Dr. Heinz Weirich as a “follower” and, in what form, “co-author” of this method, for his very successful proposal to present SWOT as a 2x2 matrix in 1982 [10], without which (or “to which”), perhaps the use of this ap- proach would not have become so wide, however, it is worth noting that his idea was to present the SWOT analysis as a TOWS analysis. It is also worth noting a very comprehensive study on goals similar to our study, which, unfortunately, was discovered by the author almost when he completed his work. In this work [11], a chronometric table is also given, the data of which, on the whole, correspond to the results presented here. As a “definition” we take the most restrained definition [12]: SWOT analysis - a method of strategic planning, which consists in identifying factors of the internal and external environment of the organisation and dividing them into four categories: Strengths (strengths), Weaknesses (weaknesses), Opportunities (opportunities), Threats (threats). Although, today, he feels quite confident, for example, in the field of risk man- agement, although he is still not always fully consciously applied there [13], and, if desired, one can find more “wider” definitions for SWOT- analysis, for example [14]: “SWOT analysis is a methodological tool designed to help companies and their em- ployees optimize labor productivity, increase competitiveness, maximize potential and minimize risks”, or “SWOT analysis is a business analysis method that your or- ganisation can fulfill for each of its products, services and markets when deciding on the best way to achieve future growth. The process includes identifying the strengths and weaknesses of the organisation, as well as the opportunities and threats present in the market in which it operates.” [7]. Actually, and ... that's it! This is the "method." In this definition, referring to “strategic planning”. 3 Setting the objective At least several areas of application of the SWOT method can be distinguished. At the same time, we will try to avoid "general definitions" such as "in the field of market- ing." So, these may be the following areas: 3.1 Studies of dynamic changes in the environment of the company Suggested research of dynamic changes in the company’s environment based on the study of three separate SWOT lists of indicators that describe the external factors of threats and opportunities, internal factors of strengths and weaknesses. This ap- proach is developing as a “dynamic SWOT analysis”. Usually, when implementing a dynamic SWOT analysis, three planning horizons are used (past, present, future) or (present, near future, distant future) [15]. 3.2 SWOT analysis in risk assessment and project management It was noted in [16] that little is known and, of course, we use little SWOT analy- sis as a technology for assessing risks. Risk management, a specific branch of knowledge with which large companies work. It is important for them to implement all aspects of corporate governance, including risk management. Other enterprises and organisations do not know and do not understand that SWOT analysis is actually a risk management technology. Let me remind you that “Risk” is a combination of the probability of an event and its consequences. The more likely the event and the more serious consequences are behind it, the greater the risk. It is very important that risk management includes the concepts of both positive and negative aspects of risk. It is worth noting that in modern ISO standards, for example [17] and related doc- uments, in particular [18] and [19], unfortunately, the abbreviation “SWOT” was not found. 3.3 SWOT analysis of competitive environment factors Currently, within the framework of strategic planning technologies, SWOT analy- sis is considered as a separate stage in the assessment and structuring of information collected in accordance with the classic PEST models, Porter models, etc. Each individual factor reflected in the model is evaluated from the position of the SWOT model. Next, a strategy is developed based on a joint analysis of factors and their SWOT models. An example of the use of SWOT analysis in conjunction with a modified 5-factor Porter model and the 7K McKinsey model is presented, in particu- lar, in the training materials of the Belarusian State University [20]. 3.4 SWOT analysis to study the factors that determine the choice of strategies The methods for applying SWOT analysis to study the factors on which the choice of strategies depend are constantly being improved. So in 2003, prof. George Panag- iotou suggested studying environmental factors using SWOT analysis according to the TELESCOPIC OBSERVATIONS scheme [21], also known as TOSF [22]. 3.5 Methods of using SWOT analysis for a detailed study of factors affecting all aspects of the organization A real discovery for the author was his acquaintance with the work [23] and such approaches as SWOT-RADAR SCREEN, Bipolar Conflict Graph and I-CCEM Framework for Crisis Problem Solving and Planning. SWOT-Radar Screen ™ refers to the multi-level SWOT matrix at the following three levels: systems, subsystems and supersystems. For organisation, elements at different levels include the following: supersystem level (external resources); system level (internal resources - mainly intangible assets); the subsystem level (Internal Resources - Mostly Tangibles) includes information about such organisation subsys- tems (Business Unit (s), Enterprise (s), or Departments). The above multi-level perspective of the system mainly uses ideas from the con- cept of a “multi-screen” in TRIZ [24], the logic of the “value chain” and “Five Forc- es” [25], as well as such an approach as the “Balanced Scorecard” [26]. Also in this article, so widely quoted by us, it is indicated that a multi-level SWOT matrix with high-quality descriptions of strengths and weaknesses, opportunities and threats is called, according to the authors, SWOT-Radar Qualitative Screen ™. When strengths and weaknesses, opportunities and threats are quantified, balanced and ag- gregated, a multi-level SWOT matrix is called the SWOT-Radar Quantitative Screen ™. Those, its use is possible both during the qualitative and quantitative analysis of the organisation. 3.6 Methods of using SWOT analysis for a detailed study of factors present in conflict situations In SWOT-Radar Quantitative Screen ™, the content of strengths and weaknesses is summarized in an indicator such as “current degree of conflict”. Mathematically, and using, for example, multicriteria analysis [27]. Also in the same paper, an ap- proach is described as the Bipolar Conflict Graph ™ (King, 2003), which refers to a graph depicting the relationships between two variables that are usually described at the parametric level or the level of the performance indicator. The general sets of variables in the bipolar conflict diagram can describe the following: Type I: desired parameter [P (+)] compared to the undesired parameter [P (-)] As for the SWOT analysis, the “desired” parameter refers to the “strength” or “opportunity” indicator. An “unwanted” parameter refers to “weakness” or the “Threat” indicator. Type II: desired parameter [P (+)] versus desired parameter [P (+)] 3.7 Methods of applying SWOT analysis for problem solving and crisis planning Let us cite as an example, with reference to the same source [23], a description of such an approach as I-CCEM Framework for Crisis Problem Solving and Planning: I-CCEM Approach for Problem Solving and Crisis Planning. The structure, which integrates SWOT analysis, Bipolar Conflict Graph ™ and TRIZ, is called I-CCEM ™. This acronym, I-CCEM, means the following: "Perfect conflict creation, elimina- tion and management." The main tools for the I-CCEM ™ infrastructure are the CD- MAGIC cycle, SWOT-Radar Screen ™, and Creative Web Template ™. Central to the structure of the CD-MAGIC cycle and the Creative Web Template is the Creative Web model. Creative Web is a common model and macrostructure for solving crea- tive problems. At the meso level, Creative Web could be roughly translated into the CD-MAGIC cycle. The abbreviation, “CD-MAGIC”, is an extension of the well- known “DMAIC” process [28], a process that is popularized by Six Sigma methodol- ogy [29]. Added “C” and “G” to “DMAIC” to emphasize the “Collect” and “Gener- ate” modules; Generate-module includes the Evaluate / Select process. The Creative Web Template ™ is used to document, research, and generate ideas. Table 2 of the cited document [23] also contains information on TRIZ tools that were structured in accordance with the Creative Web modules. The structure of I-CCEM ™ in particular is used in the activities of such a giant as Microsoft Corporation [30]. The main pur- pose of the application of the described example in [28] is to illustrate the basic use of tools, rather than a detailed strategic analysis of Microsoft Corporation itself. 3.8 Methods of applying SWOT analysis to solve personal development problems and problems. Of course, it would be strange if, for such a long history of using SWOT analysis in business, there would have been no attempt to transfer this technique to a specific person (person). There are a huge number of such attempts, on the whole slightly differing from each other, for example [31]. 3.9 Methods of using SWOT analysis to apply the above and other tasks of business analysis SWOT, as a technique, is also mentioned in a collection of instruments such as BUSINESS ANALYSIS TECHNIQUES 72 Essential Tools for Success, published by British Informatics Society Limited (BISL), a division of BCS - The Chartered Insti- tute for IT [32]. 3.10 Methods of applying SWOT analysis for use in the field of "forecasting the future." SWOT analysis is also one of the techniques used in conducting “foresight” stud- ies [33]. The goal of the paper is: to give a modern reading of the well-known tool of SWOT analysis, to determine the areas of its application in the new conditions of enterprise development, and also to propose a mathematical apparatus based on Mar- kov chains for analyzing a set of factors included in the SWOT analysis, which would make the most efficient use of this tool in risk management practice both in project activities and organization management. 4 Research Methods As an example of the use of SWOT analysis in the practice of managing a real organisa- tion, the following analysis can be cited for the needs of risk management. It was carried out on the basis of the “extended model” - when the analysis of the interactions between all elements of each block was carried out, and not only in the influence of, for example, “block S” on “block O”, as in the examples considered above, but also taking into account the interactions and inside the “blocks” themselves. The results of this analysis are pre- sented in Fig. 1. If there was an influence of one factor on another, a unit was put in the corresponding cell, in the absence, zero. For further research described using the SWOTxSWOT matrix “assembled” ac- cording to the indicated principle, it is necessary to carry out some more actions. Firstly, to carry out its “reorganisation” so that there are no “empty” elements in it, so that mathematical methods can be used for further analysis. Thus, an “adjacency matrix” was formed for the entire “system of elements” consisting of a set of “fac- tors” grouped by the corresponding “blocks”. Moreover, in the considered example, the following “sequence” of blocks in the risk matrix is demonstrated, which allows maximum use of information on the structure of mutual influences (connections) of the entire system of elements, as shown in Fig. 2. In the presented logic, the following four “submatrices” are clearly visible - SOxSO, SOxTW, TWxSO and TWxTW. Each of them, in turn, is “assembled” from four more “sub-submatrices”, for example, SOxSO is “assembled” from four blocks such as SxS, SxO, OxS and OxO. Similarly, the TWxTW submatrix can be interpreted, but with a negative sign. If SOxSO could be considered as a “value multiplier”, then TWxTW should be consid- ered as a “threat multiplier”, not to say “crises” or “catastrophes” (including for cases of considering both organisational and technical systems). Fig 1. The logic of constructing a “full SWOT” in the form of a matrix SWOTxSWOT (screen- shot for author’s Excel model file fragment). Fig. 2. Logic of converting a “full SWOT” in the form of a matrix SWOTxSWOT to a matrix SOTWxSOTW (screenshot for author’s Excel model file fragment). The SOxTW submatrix should be considered as a “stabilizing” component of the system, which allows you to level out negative effects in the internal and external environment of the organisation with existing internal strengths and the ability to use external capabilities. TWxSW, in turn, should be considered as a “destabilizing” component, capable of annihilating certain organisational strengths (positive internal factors), and “nullify- ing” opportunities that are outside the organisation. Further analysis of the adjacency “matrix” built on such principles (as well as the completely obvious “1” and “0” in this matrix - the presence or absence of the influ- ence of a particular element in the row on another specific element in the column, taking the diagonal elements equal to zero). Methods of analysis of such systems have been described previously [34, 52]. If we conduct further research of the constructed system under the assumption that it is Markovian, then we can draw conclusions about the potential presence of such factors in the existing system, in particular, by constructing transient diagrams based on the determination of transition probabilities. For the example under consideration (the factors themselves - their names and descriptions - in this case, we do not demonstrate due to the fact that this is a real business system), when constructing the primary simplified model, it was suggested that the transitions from one state to another be considered equally probable. Thus, the matrix of transition probabilities was constructed, as shown in Fig. 3: Fig 3. Transition probability matrix for the considered matrix structure SOTWxSOTW (screen- shot for author’s Excel model file fragment). Based on the presented matrix, it is possible to construct the corresponding dia- grams (Figure 4), which visually show the influence of the system of factors under consideration in their interaction, which is especially important at the initial stage of the project implementation, or the organisation’s activity (which, until it reaches a stable state, is also, rather, still is a “project” (“program”, “portfolio”) in the context of a “temporary enterprise”). Similar elements of the analysis have already been successfully used previously [35]. The next step in conducting such an “extended” SWOT analysis may be to visu- alize the considered system of factors in terms of identifying, on the one hand, the most “strong”, “influencing” factors, regardless of the sign of their influence, on the entire system under consideration. Fig. 4. Visualization of transients for the considered structure of the elements of the SOT- WxSOTW matrix (screenshot for author’s Excel model file fragment). On the other hand, the identification of those factors that will be most susceptible to in- fluence from the whole system as a whole, but through the influence of its specific ele- ments. Similar logic was used in the analysis of the ICB IPMA model [36, 53]. Having carried out such transformations, we obtain the following “system land- scape” for the considered system of factors (Fig. 5). Fig. 5.“ System landscape” for the considered structure of the matrix elements SOTWxSOTW in a table view (screenshot for author’s Excel model file fragment). The resulting representation allows, in turn, to carry out further segmentation, the simplest version of which will be to divide the matrix under consideration into 4 quadrants. The first (upper left) will include the elements with the greatest influence (in this case, it could be elements 11, 5, 4, 10, 2, 12, 1), as well as those that experi- ence the greatest influence (2, 10, 13, 4, 15, 1, 11) — as an example of applying Pare- to rule [37] logic for future decision. This information can significantly help in prioritizing the work with the factors un- der consideration (as happened in this real example, for which the visualizations pre- sented were constructed, but without specifying the set of the most significant factors involved in the analysis). The visualization of “peaks” and “lowlands” obtained in this way, by analogy with the physical maps of the world, can be even more visualized from a tabular represen- tation. The resulting matrix, for greater clarity, can be converted by built-in Excel func- tionality to a surface chart, for which the use of the word "landscape" will be as natu- ral (Fig. 6). Fig. 6.“ System landscape” for the considered structure of the matrix elements SOTWxSOTW in a graphical representation (screenshot for author’s Excel model file fragment) 5 Recommendations for using SWOT analysis And finally, the final task of the study was "to give appropriate recommendations on the use of SWOT analysis." We use for this purpose the time-tested way of working with “problem trees”, transforming them into “decision trees”. Why rework the previ- ously obtained list of restrictions: 5.1. The simplest use of the SWOT analysis element is to use the “SWOT matrix” itself as a tool for structuring the available information. This, at a minimum, helps to visualize the main factors. 5.2. The task of assessing, in a first approximation, the mathematical expectation of certain events represented (located) in the corresponding segments of the “SWOT matrix” should be considered in the context of the particular issue (situation) under consideration. Formulating recommendations based on this information is the work of a good analyst, preferably armed with statistical data in the context of a specific or- ganization and context. 5.3. To conduct a SWOT analysis, attract experts with a very deep understanding of the current state and development trends of the market, or prepare to conduct a very large amount of work on the collection and analysis of primary information to achieve this understanding. 5.4. No matter how you try to “take everything into account” when creating the “SWOT matrix” table (including unnecessary factors or the loss of important factors, incorrect estimation of weight coefficients and mutual influence), there will always be a risk that decision-making based solely on the “SWOT matrix” may still lead to in- correct conclusions and erroneous strategic decisions. 5.5. The interpretation of the resulting model, and therefore the quality of conclu- sions and recommendations, strongly depends on the qualifications of the experts conducting the SWOT analysis. 5.6. Fight possible threats to the quality of the SWOT analysis itself: • Excessive lists of strengths and weaknesses, opportunities and threats - “all about everything” - are not needed! Consider only what lies in the context of the problem (project, program, portfolio) in question !; • Ensure prioritization of factors !; • Try to ensure that the factors are described as specifically as possible (in relation to the issue in question); • Remember that everything that is in the “Internal Factors” (“Strengths” and “Weaknesses”) is always facts and only facts; In addition to the recommendations already presented here, made on the basis of the analysis of restrictions, one probably will not be able to give any new “super-recommendations”, moreover, such people have already been found - some- one with the release of the “Fundamental” SWOT analysis guide ” [18], and someone just “Useful” [38]. Some of these recommendations may already be directed to a spe- cific organisation [39], some are explicitly used in the educational process, including with the ability to access [40]. It is worth mentioning separately the place of SWOT in the list of tools and methods in other fields of activity, for example, in the already mentioned risk management [41], human resource management [42], decision making [43], project management [44]. The main recommendation, perhaps, will be the recommendation that those who are going to use the SWOT analysis clearly understand that the SWOT matrix itself (which, with some flaws, but many have already learned to do) only allows you to “pack” collected facts about the internal and external organisational environment, but everything is not an “analysis”. For the effective use of this method, it is worth at least familiarizing yourself with the description of its application practice, analyzing examples of its use, understanding the mathematical apparatus, in the case of using more complex modifications of the analysis - using “weights”, “probabilities”, “im- pact assessment”, etc. d., both in quantitative measurements and with the use of quali- tative scales. For example, the already mentioned “Fundamental Guide to SWOT Analysis” [18], as well as other examples of the analysis, similar to [45], may turn out to be a useful resource. Also, if you understand the practical effect of the application of this method, it is worth listening to the recommendation to do it regularly [46]. And so that the “base” for such a dynamic comparison is suitable for comparison, develop your own set of forms and templates for analysis [47], for example, taking the set as the basis [48]. In case you need to visualize the data obtained, it may be worth considering the use of specialized software, for example, similar [49]. And if you need something to work in the field of education, it will be useful to consider the functionality of such a system [50]. If you are interested in using SWOT analysis in a small business, then you may be interested in the following selection of tools [51]. 6 Conclusions As seen from the results of the study, the SWOT analysis has its own, very interesting and rich history. It was created directly “inside” a serious practice-oriented project aimed at analyzing the problems of more than “real” organizations. The use of this method is very useful in many fields of activity, including even such as “competitive intelligence”. In general, the SWOT model helps to make better decisions - both large and small. 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