1. Trang chủ
  2. » Giáo Dục - Đào Tạo

Grow using artificialintelligence to screen humanintelligence

16 0 0
Tài liệu được quét OCR, nội dung có thể không chính xác
Tài liệu đã được kiểm tra trùng lặp

Đang tải... (xem toàn văn)

Tài liệu hạn chế xem trước, để xem đầy đủ mời bạn chọn Tải xuống

THÔNG TIN TÀI LIỆU

Thông tin cơ bản

Tiêu đề Grow: Using Artificial Intelligence to Screen Human Intelligence
Tác giả Lê Ngọc Nhật Hà, Nguyễn Mai Hân, Hoàng Diệu Huyền, Phan Uyên Phương, Lê Gia Hân
Người hướng dẫn Nguyễn Thế Đại Nghĩa
Trường học Vietnam National University University of Economics and Law
Thể loại graduation project
Năm xuất bản 2023
Thành phố Ho Chi Minh City
Định dạng
Số trang 16
Dung lượng 2,77 MB

Nội dung

Core goal: Improving recruitment process and developing human resource.... GROWGROW is an artificial intelligence platform and mobile app developed by IGS that usesartificial intelligenc

Trang 1

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

Trang 2

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

Trang 3

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

Trang 4

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%

Trang 5

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

Trang 6

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:

Trang 7

Discover more

from:

Document continues below

Chuyển đổi số

và trí tuệ nhân…

Trường Đại học…

18 documents

Go to course

Chuyển đổi số

100% (2)

27

AI Application - hay lắm coi đuy

100% (1)

13

I3 SG WEEK 1 -trabajo

1

Course book

Introduction to Law… Marketing

quốc tế 100% (7)

113

Portfolio Entries In Global Marketing Marketing

quốc tế 100% (3)

9

Trang 8

: 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,

Vin Fast Marketing Nguyên lý

Marketing 100% (34)

36

Trang 9

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

Trang 10

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

Trang 11

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

Ngày đăng: 23/03/2024, 09:08

TÀI LIỆU CÙNG NGƯỜI DÙNG

TÀI LIỆU LIÊN QUAN

w