The Influence of AI Systems on Organizational Business Intelligence

May 16, 2023

The Influence of AI Systems on Organizational Business Intelligence

Order ID	53563633773
Type	Essay
Writer Level	Masters
Style	APA
Sources/References	4
Perfect Number of Pages to Order	5-10 Pages

Description/Paper Instructions

“The Influence of AI Systems on Organizational Business Intelligence”

Introduction

In recent years, the integration of artificial intelligence (AI) systems has brought about a significant transformation in various aspects of business operations. One such area is business intelligence (BI), which refers to the collection, analysis, and interpretation of data to support decision-making processes within organizations. This essay aims to explore the influence of AI systems on organizational business intelligence. It will discuss how AI systems enhance data collection and processing, improve decision-making capabilities, enable predictive analytics, and present challenges and considerations associated with their implementation.

Enhanced Data Collection and Processing

AI systems play a vital role in enhancing data collection and processing for organizational business intelligence. Through the automation of data gathering processes, AI algorithms can efficiently extract information from various sources, such as internal databases, external websites, and social media platforms. This automated data collection eliminates the need for manual entry and reduces errors, ensuring the availability of accurate and timely information for BI purposes. AI-powered data processing algorithms can analyze vast amounts of data quickly, identifying patterns, correlations, and trends that might not be easily discernible through traditional methods. Moreover, AI systems can handle unstructured data, such as text, images, and videos, facilitating a more comprehensive analysis of information and providing valuable insights to decision-makers.

Improved Decision-Making Capabilities

AI systems enhance decision-making capabilities by enabling advanced analytics and generating actionable insights from complex data sets. Machine learning algorithms, a subset of AI, can automatically identify patterns in historical data and make predictions or recommendations based on those patterns. This empowers organizations to make data-driven decisions, reducing reliance on intuition or subjective judgments. AI-powered BI tools can also provide real-time dashboards and interactive visualizations, allowing decision-makers to explore data from different angles and gain a holistic view of their organization’s performance. With AI’s ability to process and analyze data at scale, decision-makers can identify emerging trends, detect anomalies, and respond promptly to market changes or customer preferences.

Predictive Analytics

AI systems enable predictive analytics, a crucial aspect of business intelligence, by leveraging machine learning algorithms. By analyzing historical data, AI can identify patterns and correlations that can be used to predict future outcomes. Organizations can use predictive analytics to forecast demand, optimize pricing strategies, manage inventory, and identify potential risks or opportunities. AI algorithms can continuously learn and adapt to changing data patterns, improving the accuracy of predictions over time. This empowers organizations to proactively address challenges, optimize resource allocation, and stay ahead of the competition.

Challenges and Considerations

Despite the numerous benefits, the implementation of AI systems in business intelligence also presents challenges and considerations. Privacy and data security concerns arise when dealing with sensitive information. Organizations must ensure robust security measures to protect data from unauthorized access or breaches. Additionally, the reliance on AI systems may lead to a reduction in human oversight and critical thinking, potentially limiting the diversity of perspectives in decision-making processes. Organizations should maintain a balance between automated AI-driven insights and human judgment. Ethical considerations, such as algorithmic bias and fairness, should also be addressed to ensure that AI systems do not perpetuate discrimination or inequality.

Conclusion

In conclusion, AI systems have a profound influence on organizational business intelligence. They enhance data collection and processing, improve decision-making capabilities, enable predictive analytics, and offer valuable insights to support strategic and operational decision-making processes. However, organizations must carefully consider the challenges and ethical considerations associated with AI implementation. By leveraging the power of AI while maintaining human oversight, organizations can harness the full potential of AI systems to drive business intelligence and gain a competitive advantage in today’s data-driven business landscape.

The Influence of AI Systems on Organizational Business Intelligence

RUBRIC

QUALITY OF RESPONSE	NO RESPONSE	POOR / UNSATISFACTORY	SATISFACTORY	GOOD	EXCELLENT
Content (worth a maximum of 50% of the total points)	Zero points: Student failed to submit the final paper.	20 points out of 50: The essay illustrates poor understanding of the relevant material by failing to address or incorrectly addressing the relevant content; failing to identify or inaccurately explaining/defining key concepts/ideas; ignoring or incorrectly explaining key points/claims and the reasoning behind them; and/or incorrectly or inappropriately using terminology; and elements of the response are lacking.	30 points out of 50: The essay illustrates a rudimentary understanding of the relevant material by mentioning but not full explaining the relevant content; identifying some of the key concepts/ideas though failing to fully or accurately explain many of them; using terminology, though sometimes inaccurately or inappropriately; and/or incorporating some key claims/points but failing to explain the reasoning behind them or doing so inaccurately. Elements of the required response may also be lacking.	40 points out of 50: The essay illustrates solid understanding of the relevant material by correctly addressing most of the relevant content; identifying and explaining most of the key concepts/ideas; using correct terminology; explaining the reasoning behind most of the key points/claims; and/or where necessary or useful, substantiating some points with accurate examples. The answer is complete.	50 points: The essay illustrates exemplary understanding of the relevant material by thoroughly and correctly addressing the relevant content; identifying and explaining all of the key concepts/ideas; using correct terminology explaining the reasoning behind key points/claims and substantiating, as necessary/useful, points with several accurate and illuminating examples. No aspects of the required answer are missing.
Use of Sources (worth a maximum of 20% of the total points).	Zero points: Student failed to include citations and/or references. Or the student failed to submit a final paper.	5 out 20 points: Sources are seldom cited to support statements and/or format of citations are not recognizable as APA 6^th Edition format. There are major errors in the formation of the references and citations. And/or there is a major reliance on highly questionable. The Student fails to provide an adequate synthesis of research collected for the paper.	10 out 20 points: References to scholarly sources are occasionally given; many statements seem unsubstantiated. Frequent errors in APA 6^th Edition format, leaving the reader confused about the source of the information. There are significant errors of the formation in the references and citations. And/or there is a significant use of highly questionable sources.	15 out 20 points: Credible Scholarly sources are used effectively support claims and are, for the most part, clear and fairly represented. APA 6^th Edition is used with only a few minor errors. There are minor errors in reference and/or citations. And/or there is some use of questionable sources.	20 points: Credible scholarly sources are used to give compelling evidence to support claims and are clearly and fairly represented. APA 6^th Edition format is used accurately and consistently. The student uses above the maximum required references in the development of the assignment.
Grammar (worth maximum of 20% of total points)	Zero points: Student failed to submit the final paper.	5 points out of 20: The paper does not communicate ideas/points clearly due to inappropriate use of terminology and vague language; thoughts and sentences are disjointed or incomprehensible; organization lacking; and/or numerous grammatical, spelling/punctuation errors	10 points out 20: The paper is often unclear and difficult to follow due to some inappropriate terminology and/or vague language; ideas may be fragmented, wandering and/or repetitive; poor organization; and/or some grammatical, spelling, punctuation errors	15 points out of 20: The paper is mostly clear as a result of appropriate use of terminology and minimal vagueness; no tangents and no repetition; fairly good organization; almost perfect grammar, spelling, punctuation, and word usage.	20 points: The paper is clear, concise, and a pleasure to read as a result of appropriate and precise use of terminology; total coherence of thoughts and presentation and logical organization; and the essay is error free.
Structure of the Paper (worth 10% of total points)	Zero points: Student failed to submit the final paper.	3 points out of 10: Student needs to develop better formatting skills. The paper omits significant structural elements required for and APA 6^th edition paper. Formatting of the paper has major flaws. The paper does not conform to APA 6^th edition requirements whatsoever.	5 points out of 10: Appearance of final paper demonstrates the student’s limited ability to format the paper. There are significant errors in formatting and/or the total omission of major components of an APA 6^th edition paper. They can include the omission of the cover page, abstract, and page numbers. Additionally the page has major formatting issues with spacing or paragraph formation. Font size might not conform to size requirements. The student also significantly writes too large or too short of and paper	7 points out of 10: Research paper presents an above-average use of formatting skills. The paper has slight errors within the paper. This can include small errors or omissions with the cover page, abstract, page number, and headers. There could be also slight formatting issues with the document spacing or the font Additionally the paper might slightly exceed or undershoot the specific number of required written pages for the assignment.	10 points: Student provides a high-caliber, formatted paper. This includes an APA 6^th edition cover page, abstract, page number, headers and is double spaced in 12’ Times Roman Font. Additionally, the paper conforms to the specific number of required written pages and neither goes over or under the specified length of the paper.

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