Core goal: Improving recruitment process and developing human resource.... GROWGROW is an artificial intelligence platform and mobile app developed by IGS that usesartificial intelligenc
VIETNAM NATIONAL UNIVERSITY UNIVERSITY OF ECONOMICS AND LAW GROW: Using Artificial Intelligence to Screen Human Intelligence Lecturer: Nguyễn Thế Đại Nghĩa Student name: Lê Ngọc Nhật Hà - K214080593 Nguyễn Mai Hân - K214080594 Hoàng Diệu Huyền - K214080595 Phan Uyên Phương - K214080602 Lê Gia Hân - K214081851 HO CHI MINH CITY – 04/2023 Table of contents A Overview 4 1 IGS – Masahiro Fukuhara .4 2 GROW 4 B Objectives .4 1 Core goal: Improving recruitment process and developing human resource 4 2 Limiting bias in the process of evaluating and recruiting candidates .4 3 Promoting customer acquisition and demonstrating GROW’s technology applicability 5 4 Helping individuals identify their strengths and weaknesses 5 C Key issues to tackle 5 D Evaluating options .5 1 Criterions 5 2 Options 5 3 Evaluating options 6 E Recommendations 6 1 Details 6 a Establishment 6 b Expansion 6 c Evaluation 7 2 How do the recommendations solve the issues? .7 3 Market analysis 7 a Five forces 7 b 5C analysis 8 2 c SWOT 9 d Business model canvas 10 F Implementation 11 1 Timeline 11 2 Resources estimation .11 3 Contingencies 12 4 Risk mitigation 12 3 A Overview 1 IGS – Masahiro Fukuhara IGS - a startup providing people analytics software founded and run by Masahiro Fukuhara, applying artificial intelligence and machine learning to evaluate human behavior better and aid recruitment 2 GROW GROW is an artificial intelligence platform and mobile app developed by IGS that uses artificial intelligence and learning algorithms to evaluate data from evaluators and candidates It is a platform from two sides, with recruiters on one side and candidates on the other GROW includes two components: competency assessment and personality assessment Instead of using human’s intuition to evaluate candidates, GROW relies on big data to screen, recruit and develop human resources Thereafter, GROW was developed to be an effective tool that can assist students in understanding their weaknesses and strengths, and help the Human Resources Department to recruit candidates based on personality traits and required capacity In addition, with the collected data, GROW can develop and customize HR-related services for its customers and users B Objectives 1 Core goal: Improving recruitment process and developing human resource After a brief introduction about IGS, Fukuhara and GROW, we can see that the main function of GROW is to simplify and increase the accuracy of the recruitment process starting with a mobile application to evaluate the performances and personalities of candidates and ending by using artificial intelligence (machine learning) to provide high-quality recommendations to companies which candidates they should hire Therefore, the core goal of the team's recommendations for the development of GROW is to contribute to improve the recruitment and human resource development process, shorten the recruitment time for client businesses by 40%, and help businesses save at least 80% of recruitment costs 2 Limiting bias in the process of evaluating and recruiting candidates GROW mainly uses peer feedback in analyzing candidate’s data, so errors due to personal bias are inevitable That the wrong assessment of the candidate's qualifications will lead to ineffective recruitment Therefore, our proposal revolves around the goal of limiting errors in the evaluation process to contribute to ensuring the quality of human resources, increasing the accuracy to 95% 4 3 Promoting customer acquisition and demonstrating GROW's technology applicability IGS focuses on customer acquisition by actively setting goals for HR decision-makers at well-known companies and demonstrating IGS's technological prowess to perform complex data analytics about human resource processes of companies Affirming technological capabilities helps GROW build trust with Japanese companies, creating momentum to make GROW become an effective tool for the recruitment process As a result, the number of contracts signed with Japanese companies increased, helping GROW increase its user base significantly In terms of increasing the number of users, by 2022 GROW should reach 300,000 users, with a growth rate of at least 10% per year 4 Helping individuals identify their strengths and weaknesses GROW aims to serve more than 40% of university graduates in Japan annually C Key issues to tackle - Cross-evaluation may not yield good enough results because there are many people with different backgrounds who will make different comments based on their mindset; - With AI technology, people are increasingly lacking in interaction with each other In addition, there are some candidates who will give false information (capacity is better than reality) which will make many people overestimate the actual capacity; - The initial screening process that GROW applies to applicants may introduce errors in the results D Evaluating options 1 Criterions a Increase the ability to screen candidates, make evaluation more accurate by creating and developing probabilistic machine learning (AI) systems b Create user comfort and honesty c Expand the number of users and reviewers 2 Options IGS offers GROW as a software-as-a-service (SAAS) tool to interested companies IGS has established a Competency - Query - Rubric model to ensure that evaluators complete the assessment Each capacity through six, seven queries Then, IGS uses principal component analysis to reduce the number of queries to 3 best matches Each query, response is 5 passed through a 4-level ranking consisting of (1) rarely, (2) sometimes, (3) often or (4) almost always IGS has built a model of linkage between industries and is a bridge between candidates and employers With the usual recruitment process, resume screening company, face-to-face interviews that take a lot of time, GROW has contributed to solving that problem IGS has helped students learn about the company and provided software tools for students to apply for jobs, on the other hand, IGS connects businesses with recruitment needs to introduce students to candidates 3 Evaluating options Applying AI and combining it with Big Data contributes to increased accuracy, probability and relevance of results The company needs to continue its efforts to improve AI to improve efficiency Because the development of AI in the world is non-stop It is perfectly reasonable to build a mechanism to evaluate 1 capacity - 3 queries - 4 evaluations Reviews will be of moderate length and duration to reduce user discomfort To increase honesty, IGS has exploited reviews from classmates, colleagues and AI algorithms to give the most objective results Expanding the customer base and facilitating increased revenue, reputation and market competitiveness by using AI to screen human intelligence is the most suitable option Utilizing the key resource of students, the IGS strategy has been extremely successful However, IGS must improve GROW in accordance with and have the right strategy with the changing needs of the era of industrialization - modernization and competition in the market E Recommendations 1 Details Based on the above analysis, our team proposes 3E method, including establishment, expansion, and evaluation, which enables the improvement of the GROW tool and the development of the IGS a Establishment: Integrate the GROW app on smartphone platforms (IOS, Android, etc.) Do the tests as a link or a web page to make it more convenient for consumers Initiate a standard data processing process, and accurately assess the user's ability and personality Establish a close relationship between candidates, IGS, and recruitment agencies b Expansion: 6 Document continues below Discover more fCrhoumy:ển đổi số và trí tuệ nhân… Trường Đại học… 18 documents Go to course Chuyển đổi số 27 100% (2) AI Application - hay lắm coi đuy 13 100% (1) I3 SG WEEK 1 - trabajo 100% (2) 1 Ingles Course book Introduction to Law… 113 Marketing 100% (7) quốc tế Portfolio Entries In Global Marketing 9 Marketing 100% (3) quốc tế Vin Fast Marketing 36 Nguyên lý 100% (34) Marketing : The target user is students and other subjects with recruitment needs It is necessary to ensure accurate information and reduce user discomfort with GROW : Act as a bridge between candidates and recruitment agencies by developing GROW as a software as a service (SAAS) Attract consumers to facilitate attracting investment from other companies : Two proprietary components: - Competency Assessment: GROW uses a peer-reviewed tool to reveal more specific competencies than the 25 IGS selected based on extensive social science research - Personality Assessment: GROW uses a highly regarded version of the Implicit Association Test (IAT), an established assessment of potential bias in social psychology c Evaluation: - Improve Human Resources evaluation/recruitment effectiveness tactics; - Build a list of competencies and related queries according to the following mechanism: 1 Competency - 3 Queries - 4 Rubrics to increase the chance of the evaluator completing the assessment; - Use “Big Data” — discriminating data points between multiple people — to develop a scientific, objective, and constantly improving tool for recruiting, screening, and developing human resources At the same time, it is necessary to pay more attention to data security issues 2 How do the recommendations solve the issues? The main goal of IGS is to improve technology to increase competitiveness in the AI market, expand partners, and increase revenue As a result, this company should create a way for both sides to exchange honest feedback without either side getting confused and help individuals assess their strengths and weaknesses Besides, it can also create a tool for Human Resources department to identify standout employees in their company; assess the people who have received job offers to join them, and determine which subset of the 25 competencies is strategically important but frequently underestimated in staff test results 3 Market analysis: a Five forces: Developing artificial intelligence to screen human intelligence market already includes dominant players like IGS, KC (Kimberly Clark), P&G (Procter and Gambler), etc Therefore, 7 new entrants to the market will not affect existing businesses The competition among competitors is currently at a high level which is creating many obstacles for new entrants to find a foothold in the market The existence of businesses that use AI to screen human intelligence has set the stage for suppliers to provide similar products to consumers The low cost of switching buyers makes the buyer's bargaining power high GROW customers are price sensitive and expect to get results at lower prices The strengthening of advertising, communication, and strong branding makes the bargaining power of buyers moderate IGS is a type of associate enterprise that does not produce specific products but only provides tools and bridges to evaluate, support recruitment, and develop human resources Taking advantage of that strength, the bargaining power of suppliers with IGS when deploying GROW is not affected The key reason for the high risk of substitution is the minimal differentiation between products and the easy availability of the alternative of Grow using AI to screen human intelligence Market participants invest most of their money in construction, promotion, and communication In addition, the products are the same, the costs do not change, and businesses use different strategies to gain market share b 5C analysis: IGS should focus on niche segments for high profit, meanwhile, marketers decide how to increase customer cart share rates with AI products as well as the market size of the segment targeted by AI for steady growth and expansion into adjacent segments Using AI to screen human intelligence explains that the company has a strong culture of product and process innovation Therefore, AI strives to attract some of the best talents in its field with the help of a powerful marketing department to design effective and successful marketing campaigns Moreover, IGS is a leader in various product segments, AI devotes a large 8 number of resources to research and innovation in the field - product design, process optimization, marketing strategy, and IT network building to support all promotion and distribution strategies Users haven’t gotten used to some features of GROW and still relied on traditional methods to recruit, then a simpler service than GROW might help them a lot This facilitates a rise in competitors’ users and a decrease in GROW’s users Therefore, IGS needs to constantly update GROW to be a better version to keep retaining its clients When it comes to position and bargaining power in the value chain, if collaborators have strong bargaining power, AI will not be able to maintain higher profit margins even with higher marketing costs Besides, it is too costly to manage if there are too many suppliers and it can put a company at risk of supply chain disruption if too few suppliers (bỏ vô slide: number of suppliers and capacity of suppliers) There are three factors that might happen to AI depending on the context Firstly, inflation affects AI's pricing strategy because high inflation can lead to lower income from existing sales Secondly, the political-geopolitical risks to AI have increased over the past three to four years with events such as the US-China trade situation, Brexit, and the rise of the yellow vest in France Thirdly, marketing managers at AI have to understand customer behavior as it differs during outbreaks and recessions c SWOT This startup has the ability to recruit top talent that helps identify the brightest Then, they perform centralized analysis for marketing optimization, demand forecasting, customer relationship management, inventory management, value chain information sharing, and more Also, IGS diversifies revenue streams, efficient research and development (R&D), and innovation-driven organizations The cost of borrowing money in the capital market is at a higher rate, which means it needs to restructure interest payments and expenses to be able to compete better and improve profitability It is obvious that IGS has taken concrete steps toward diversity, equity, and inclusion, but efforts so far have yielded limited success Therefore, it needs to expand the 9 recruitment and selection process to hire more people from minority and disadvantaged groups On the other hand, this company lacks clear differentiation of AI products IGS knows how to leverage digital technology like artificial intelligence and machine learning to automate manufacturing processes and customer analytics to better understand consumer behavior, real-time digital dashboards for Sales tracking, logistics and shipping, better product tracking, and more It also reconfigures the business model by offering remote working and opportunities to recruit new talent IGS creates value in the data economy and builds a more inclusive data ecosystem Moreover, it automates production to increase production productivity to facilitate the development of new processes and practices such as product tracking, new product testing, and more Working with AI is an extremely potential market that attracts many businesses, so it is always possible to form new competition This requires evaluators and users to meet the technology, and data must be accurate and standardized As environmental challenges change over time, IGS needs to change its business model in a timely manner Besides, the colonial pipeline illustrates how vulnerable modern organizations are to international hackers, villains, and disruptors Consequently, cybersecurity disruptions, data leaks, etc could seriously jeopardize the future growth of the organization d Business model canvas 10 F Implementation 1 Timeline 2018 2019 2020 2021 Establishment Integrate the GROW Conduct a data processing Collect Data of “GROW” application into such platforms on smartphones process, accurately (iOS, Android, etc.) Conduct experiments under evaluating the functions the form of a link or a website to provide users and characteristics of the with convenience users Establish a close connection between candidates, IGS and employment agencies Evaluation Expansion of Categorize into three main objects: Collect Data “GROW” ● Reviewers/User Add-ons ● Partners ● Technology With each object, build a specific goal and take action Evaluation Evaluation of Improve the recruitment process efficiently based on the collected data as well as use “GROW” “Big Data" to develop a scientific, objective, and improvable motive in order to employ, screen, and enhance the workforce 2 Resources estimation (Cost estimation) Expenses Cost estimation Recruit App Developers to integrate the GROW application $150-250K Additional experts on Data Analyzing or Data Scientist $60-120K Marketing Promotion (Surveys/Tests among consumers) $300-800K Data Analytics Tool (Google Analytics - Customized Software) $0-80K GROW application (on iOS/ Android) $50-60K 11 3 Contingencies Problems Solutions The neglectance of users Promote marketing activities in order to bring on updated components to consumers, display specific differences to attract them, and simultaneously organize events to offer consumers such direct experiments and provide their feelings Insufficient financial budgets Ask for partners' subsidize with detailed win-win agreements for the strategies Misreport of the data Evaluate the accuracy of the information, eliminate misinformation as soon as receiving it and look for methods of screening information regularly GROW application doesn't Evaluate the process to find out the reasons and give a suitable make profits when the solution In case the reason goes wrong, immediately adapt to avoid strategies are initially applied failure in the long run 4 Risk mitigation Risk Solution Market competition - Make use of available brand value and customer's belief Increasing consumer’s demand - Upgrade the product continuously in order to meet the Partner’s departure customer's demand - Vary marketing campaigns to get customer's attention Comparable information from disunion sources - Strengthen the weaknesses of the application - Upgrade new functions corresponding to increasing demand of users - Conduct surveys regularly to collect feedback from the users, learn and improve the application - Maintain the ongoing union to avoid conflicts which affect the business - Look for potential partners to expand the cooperation network, bring the product closer to the consumers - Verify the accuracy of information - Eliminate misinformation affecting GROW’s reputation - Be ready to refuse, build such belief among users 12 Trello 13 More from: Chuyển đổi số và trí tuệ nhân… Trường Đại học… 18 documents Go to course Chuyển đổi số 27 Chuyển 100% (2) đổi số và… AI Application - hay lắm coi đuy 13 Chuyển 100% (1) đổi số và… Đề án cuối kỳ chuyển đổi số 53 Chuyển đổi None số và trí tuệ… Nhóm-4 Tiểu-luận- cuối-kỳ None 47 Chuyển đổi số và trí tuệ… Recommended for you I3 SG WEEK 1 - 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