This paper discusses the importance of implementing AI-based IT applications for monitoring production activity and logistics efficiency in business firms, with a focus on iResearch. It also covers the challenges faced by iResearch, decision analysis, strengths and limitations, and the influence of iResearch engineers.
Contribute Materials
Your contribution can guide someone’s learning journey. Share your
documents today.
Running head:IRESEARCH ANALYTICAL THINKING AND DECISION MAKING iResearch analytical thinking and decision making Name of the Student Name of the University Author’s Note
Secure Best Marks with AI Grader
Need help grading? Try our AI Grader for instant feedback on your assignments.
1IRESEARCH ANALYTICAL THINKING AND DECISION MAKING Table of Contents Introduction......................................................................................................................................2 Discussion........................................................................................................................................2 2.1. The value of decision analysis within the context of an organisation..................................2 2.2. Challenges faced by iResearch.............................................................................................3 2.3. Applying decision analysis...................................................................................................4 2.5. Strength and limitation of iResearch....................................................................................6 2.6. Influence of the iResearch engineers....................................................................................7 Conclusion.......................................................................................................................................7 References........................................................................................................................................9
2IRESEARCH ANALYTICAL THINKING AND DECISION MAKING Introduction The purpose of the paper elaborates the importance for implementing AI based IT applications for monitoring the productions activity and logistics efficiency of the business firm. iResearch is an IT based company that will undertake the proposed project for developing web based or mobile based application software for the smooth functioning operations of the ACME firm. This paper focuses on the development activity which is undertaken by a development industry such as iResearch and the challenges that are faced by such firm. There exists different budgets with different proposal plan. Discussion 2.1. The value of decision analysis within the context of an organisation Decision analysis forms the primary key for making a strategic plan phase. It is the analysis of data and facts that proceed for the decision making phase being it nay nature of the business. Like in case of ACME industry, the implementation of such analysis software will help the firm to undertake decisions regarding the logistics and monitoring their activities in terms of the production. ACME is planning to implement software based application platform within the industry in order to comply with the proficiency of output. Decision making analysis is carried out through quantitative as well as utilising qualitative data. Decision making theory is a management activity which is based upon theories and knowledge of management science, psychology and economics. A decision taken in a business firm cannot be overlooked or neglected. Decision making is a constant process, for undertaking a decision a proper set of facts and data is required based upon the present as well as past performance of the
3IRESEARCH ANALYTICAL THINKING AND DECISION MAKING business firm operating therein. A reliable and stable platform is necessary for every business firm to overcome the issue of decision making data availability. A decision is made taking into consideration the vision of the business firm(Cambini et al. 2018)The value of decision analysis within the context of an organisation as by iResearch will be, implementation of application based software such as computerised system will enable the business firm to minimise much of their errors and rectify it. iResearch company is a quality company who is well known for their development activities. Better understanding of the business processes will enable iResearch to create application platform accordingly. 2.2.Challenges faced by iResearch The firm is confused as of whether to bring forward the proposal in the eye of the ACME project or not. There are certainties and uncertainties according to the vision of iResearch. There are four proposed different projects which has different perspective and the firm iResearch has to evaluate as of which one to carry out. Moreover, the budget factor is also a key challenge for the iResearch firm. As the business firm ACME has declared a fixed budget within which the project is required to be carried out. Another problem that is faced by the iResearch firm is that whether to head for mobile based development or for web based development. The iResearch development can operate at a single criteria. Both the development need cannot be fulfilled together. There also exists moderate cost which is not well known by the firm it is just an estimation of numbers.(Feduzi et al. 2014). There is a need for the development firm to formulate a proper strategic plan and then arrive at a solution as such that the failure of their vision may led to entire fail of the development and moreover will cause the entire finance proposed for the ACME project. The firm need to decide as of among the four proposed plan
Paraphrase This Document
Need a fresh take? Get an instant paraphrase of this document with our AI Paraphraser
4IRESEARCH ANALYTICAL THINKING AND DECISION MAKING which will be more feasible as failure of one plan will lead to implement another plan but may not result efficiently. This will in turn reduce the potential return for the proposed project. 2.3. Applying decision analysis Taking into consideration the decision tree, it is assumed that the software package C is most favourable for the proposed project. Software package C has the probability of being successful. However, there also exists an alternative choice as of software D, which is costlier than software package C. The software package C has the highest probability of being success but only on a single platform. However, the other two software packages such as software package A and software package B has lower probability of being success.
5IRESEARCH ANALYTICAL THINKING AND DECISION MAKING ABCD Web based= 1,60,500 Mobile based= 1,63,000 Web based= 1,85,825 Mobile based= 1,82,850 Web based= 1,79,625 Mobile based= 1,81,500 Web based= 1,79,025 Mobile based= 1,83,550 Figure: Analysis chart Source: Created by the researcher Software Packages
6IRESEARCH ANALYTICAL THINKING AND DECISION MAKING The favourable cost associated with the development project relies in the choice of software package C in comparison to four different packages. Although the choice of proposal for software package has the highest development cost but probability of success is more in package C and D. The manager should arrive at a decision of selecting any one plan from among the either of the two different plan. There is a 75% chance that the plan will be favourable for either web based or mobile based platform, if chosen software package C. In case of software package D, there is a two probability chances that 45% chance of success if for web based platform and 65% chances are in favour of mobile based platform. Software package A is not acceptable as it is having more of the development cost associated and probability of the success is very low in comparison to other proposals. Moreover, software package B is less costly proposal than proposal A, but chances of being success is less in proposal B. Hence, taking into consideration the calculation it is estimated that project proposal C should be undertaken. 2.5. Strength and limitation of iResearch iResearch strengths stand for that the firm has a well-known reputation in terms of development work. A number of qualities takes place within this firm as such they are capable to address the needs of the other firm and undertake development accordingly. The firm has the potential to develop for both platform either for web-based or mobile based. The iResearch team claims to take forward the proposed project within the estimated budget. A.I. IT has enabled the data compilation in accordance with a different perspective of the company. iResearch has made possible the availability of two kinds of data qualitative as well as quantitative and based upon such two variety of situations can be obtained. However, limitation of iResearch lies in the fact that much of the company fails to implement the adaptation of such smart I.T applications. It might be because of a low promotional marketing campaign by
Secure Best Marks with AI Grader
Need help grading? Try our AI Grader for instant feedback on your assignments.
7IRESEARCH ANALYTICAL THINKING AND DECISION MAKING iResearch. The limitation also takes place in terms of organisation, many business units have this mentality that they do not require such application to address their future managerial decisions. However, the firm iResearch has to decide which one to choose from among the two alternative option available. There exist a rivalry risk, although there is one rival present but the failure in commitment of proposal will directly lead the project to be carried by another rivalry firm. It is very obvious that the use of such applications will result in an effective and efficient outcome. Another fact that the company has mentioned that the application software is suitable either for a web based platform or mobile-based platform(Hara et al. 2016). 2.6. Influence of the iResearch engineers Influence of the iResearch engineers, stands at a very critical phase, after analysis it is found that there is 50% of probability that the software development project of iResearch will be successful whereas, there is 50% of probability that the iResearch will fail to supply qualitative outcome. Whereas, a proper implementation of the application is not guaranteed as the case of a hypothesis takes place. A hypothesis states that the application will be positive whereas, another theory claims that the product might be a failure in carrying out a management decision. On the other contrary to the implementation of the software in a business undertaking can severely impact the business firm if any flow of irrelevant information takes place. The company fails to claim that the software will bring about success for the company after implementation of such an application. The application is designed keeping in mind the objective of providing a solution in undertaking business decisions.
8IRESEARCH ANALYTICAL THINKING AND DECISION MAKING Conclusion Lastly, the paper conclude that this report analysis has successfully provided a scenario of decision making analysis within the context of an organization. This report, also suggested that gathering qualitative and quantitative facts about the nature of the business operation and various perspective of decisions, taking time and evaluating each of the prospects yields a qualitative objective for the company. Moreover, such application like iResearch, integration of such application will help the senior authority or the manager to arrive at a fact and on the basis of the fact, with proper implementation of one’s own knowledge, one can arrive at a solution towards undertaking a future decision. The decision making tree can be implemented for arriving at a more accurate decision, its practical implementation yields confidence in withstanding with a particular decision. Thus, with the help of this discussion the importance of decision analysis for an organization has been demonstrated.
9IRESEARCH ANALYTICAL THINKING AND DECISION MAKING References Allias, N., Noor, M.N.M.M. and Ismail, M., 2018. An Overview of Software Defined Network Implementation in Vertical Handover.Advanced Science Letters,24(3), pp.1763-1766. Bae, J.M., 2014. The clinical decision analysis using decision tree.Epidemiology and health,36. Bui, D.T., Ho, T.C., Revhaug, I., Pradhan, B. and Nguyen, D.B., 2014. Landslide susceptibility mapping along the national road 32 of Vietnam using GIS-based J48 decision tree classifier and its ensembles. In Cartography from pole to pole (pp. 303-317). Springer, Berlin, Heidelberg. Cambini, C., Giusti, A. and Faccini, M., 2018. Innovazione digitale e Cross-border e-commerce in Cina Digital innovation and Cross-border e-commerce in China. Chen, M., 2018. The Value of US College Degrees in Foreign Labor Markets: Experimental Evidence from China. Dai,W.andJi,W.,2014.AmapreduceimplementationofC4.5decisiontree algorithm.International journal of database theory and application,7(1), pp.49-60. FAN, Y. and DESVIGNES, F., Artificial intelligence in China. Enjeux numériques, p.72. Feduzi, A. and Runde, J., 2014. Uncovering unknown unknowns: Towards a Baconian approach tomanagementdecision-making.OrganizationalBehaviorandHumanDecision Processes,124(2), pp.268-283. Hara,S.andHayashi,K.,2016.Makingtreeensemblesinterpretable.arXivpreprint arXiv:1606.05390.
Paraphrase This Document
Need a fresh take? Get an instant paraphrase of this document with our AI Paraphraser
10IRESEARCH ANALYTICAL THINKING AND DECISION MAKING Hogarth, R.M., 2014. Deciding analytically or trusting your intuition? The advantages and disadvantages of analytic and intuitive thought. InThe routines of decision making(pp. 97-112). Psychology Press. Hogarth, R.M., 2014. Deciding analytically or trusting your intuition? The advantages and disadvantages of analytic and intuitive thought. In The routines of decision making (pp. 97-112). Psychology Press. Hssina, B., Merbouha, A., Ezzikouri, H. and Erritali, M., 2014. A comparative study of decision treeID3andC4.5.InternationalJournalofAdvancedComputerScienceand Applications,4(2). Larson, C., 2018. China's AI imperative. Lovell, E., Snell, L.S. and Touchie, C., 2016. Entrustment decision making in clinical training. Academic Medicine, 91(2), pp.191-198. Opmeer, B., 2015. A document on the influence of crowdfunding on documentaries in China (Master's thesis). Opmeer,B.,2015.Adocumentontheinfluenceofcrowdfundingondocumentariesin China(Master's thesis). Ten Cate, O., Hart, D., Ankel, F., Busari, J., Englander, R., Glasgow, N., Holmboe, E., Iobst, W., Lovell, E., Snell, L.S. and Touchie, C., 2016. Entrustment decision making in clinical training.Academic Medicine,91(2), pp.191-198. Willnat, L., Wei, L. and Martin, J.A., 2015. Politics and social media in China.Routledge Handbook of Chinese Media, p.181.
11IRESEARCH ANALYTICAL THINKING AND DECISION MAKING Xiang,Y.andDolnicar,S.,2018.13NetworksinChina.PEER-TO-PEER ACCOMMODATION NETWORKS, p.148. Zheng, X., 2017. " Platform of Platform" business model for corporate training in China (Doctoral dissertation, Massachusetts Institute of Technology).