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  • Seoul Korean Cuisine at Market Village Suvarnabhumi อำเภอบางพลี (สมุทรปราการ), เนื้อย่าง/ยากินิกุ
  • ถูกและดี ฟู้ดแลนด์ สาขาบางนา อำเภอบางพลี (สมุทรปราการ), อาหารนานาชาติ
  • Casa Lapin at ATT U Park BANGNA อำเภอบางพลี (สมุทรปราการ), คาเฟ่
  • ก๋วยเตี๋ยวเรือประจัญบาน สาขามาเก็ตวิลเลจ สุวรรณภูมิ อำเภอบางพลี (สมุทรปราการ), ก๋วยเตี๋ยวเรือ
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  • ก๋วยเตี๋ยวหมูป้ารัก อำเภอบางพลี (สมุทรปราการ), ก๋วยเตี๋ยว
  • เป็ดย่างเจ้าสัว สาขาแม็คโครบางพลี อำเภอบางพลี (สมุทรปราการ), อาหารจีน
  • Meow Sugar at Homepro Suvarnabhumi อำเภอบางพลี (สมุทรปราการ), ชานมไข่มุก
  • หลี่ชิมเฮีย จุ๋ยก้วย อำเภอบางพลี (สมุทรปราการ), สตรีทฟู้ด/รถเข็น
  • ไข่หวานบ้านซูชิ สาขามาร์เก็ตวิลเลจ สุวรรณภูมิ อำเภอบางพลี (สมุทรปราการ), ซูชิ
  • สเต็กเด็กแนว มาร์เก็ตวิลเลจ สุวรรณภูมิ อำเภอบางพลี (สมุทรปราการ), สเต็ก
  • เชฟถนอม สาขาแอท ยู พาร์ค บางนา อำเภอบางพลี (สมุทรปราการ), อาหารอิตาเลียน

บริเวณใกล้เคียง

  • อำเภอบางพลี (สมุทรปราการ)

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A change from negative to positive of later adoption using the innovation decision process to imply sustainability for hr chatbots of private companies in thailand.

thesis att u park

1. Introduction

  • ChatGPT is a natural language processing (NLP) model that has been trained with 175 billion parameters. The system was trained using extensive data and utilizes deep learning algorithms for mimicking human-like responses to user commands. Over the past few years, this artificial intelligence (AI) program has gained global acclaim. In addition, the program’s extracurricular activities now include the creation of articles, which fulfill various purposes in many countries around the world [ 5 ].
  • The use of a commercial chatbot has evolved into an indispensable element of the customer service process for transactions, functioning as an intelligent conversation agent. Due to the proliferation of online inquiries of and support messages from the customer service function, self-service channels have supplanted conventional voice and email interactions [ 6 ].
  • Business organizations utilize HR chatbot, a natural language processing (NLP) technology, primarily for communication objectives. This enterprise chatbot can assist the human resources function within organizations with expedited communication, providing responses to external candidates, employees, and teams operating within the organization [ 7 ].

2. Literature Review and Theoretical Framework

2.1. chatbots in human resource management, 2.1.1. automate hr routine processes, 2.1.2. hr chatbots for recruiting, 2.1.3. hr chatbots for employee onboarding and training, 2.1.4. hr chatbots for benefit enrolments, 2.1.5. faq responding, 2.1.6. collect feedback, 2.2. acceptance technology theoretical, technology acceptance model (tam), 2.3. diffusion of innovation theory (innovation decision process), 2.4. risk perception theory, 2.5. people process technology (ppt framework) and policy, 3. proposed model and hypothesis development, 3.1. staff perception factors, 3.1.1. hesitant perceived usefulness (hpu), 3.1.2. hesitant perceived ease-of-use (hpeou), 3.2. perceived risk factors, 3.3. barrier factors, 3.3.1. personal innovation (pi), 3.3.2. word of mouth (wom), 3.4. attitude toward (att) factor, 3.5. intention to reject (itr) factor, 3.6. later adoption factors, 3.6.1. people (pp), 3.6.2. process (pc), 3.6.3. technology (te), 3.6.4. policy (pc), 3.7. confirmation adoption, 4. research methodology, study participants and setting, 5.1. structural model, 5.2. model fit, 6. discussion, implications for theories and practices, 6.1. comparisons between the proposed research model and previous works, 6.2. theoretical implications, 6.3. practical implications, 7. implications for sustainable use of hr chatbots in private companies in thailand, 8. conclusions, limitation and future work, 8.1. conclusions, 8.2. limitation and future work, author contributions, institutional review board statement, informed consent statement, data availability statement, conflicts of interest.

IndexQuestion ItemsSource
HPU1I’m not sure the use of HR chatbots in Private company will help develop the operations of the HR department.[ , ]
HPU2I’m not sure the use of HR chatbots in Private company will save you time asking for information from the HR department.
HPU3I’m not sure the use of HR chatbots in Private company will enhance the channels of communication with the Human resource department.
HPEOU1I’m not sure the use of HR chatbots in Private company would make it easy to get information about the services of the Human resource department.[ , ]
HPEOU2I’m not sure it’s easy to use private HR chatbots in Private company to ask for support from the HR department.[ , ]
HPEOU3Overall, I’m not sure that using HR chatbots in private companies can connect me to the HR department.
INJ1I intend to refuse to use the HR chatbot for inquiries about personal services and support in private companies.
INJ2I intend not to recommend that colleagues use HR chatbots to inquire about products, services and support from private companies.
PR1The security system to build the HR chatbots application is not strong enough to protect the user account.
PR2I think a conversation through HR chatbots could cause personal information to leak to the public.
PR3I am well aware that disclosure of personal information through HR chatbots may have an adverse effect on me.
PI1I believe that my proficiency in utilizing HR chatbots is not superior to that of my fellow employees and colleagues.
PI2Generally, I’m reluctant to try HR chatbots.
WOM1My colleague talked about HR chatbots making it easier for me to decide not.[ ]
WOM2My colleague talked about HR chatbots, which prompted me to refuse.
ATT1HR chatbots are not necessary for me to inquire about products, services and support requests from private companies.
ATT2I believe that the HR chatbots are not significant.[ , ]
ATT3I don’t think the HR chatbots are useful.
ATT4Overall, I don’t like using HR chatbots to ask for support from HR department.
PP1I believe that the staff should have a good attitude and experience about HR Chatbot.[ ]
PP2I believe that HR Chatbot will make communication between employees and individuals more effective.
PP3I feel that the work between the staff and the department is much more efficient.
PC1I believe that employees should understand the process of using HR Chatbot.
PC2I believe that the organization should develop the process of communicating with the department.[ ]
PC3I believe there is a need for a program to develop the process of using the HR Chatbot.[ ]
TE1I believe that HR Chatbot will have an effect on my daily life and make my life easier.
TE2You believe that HR Chatbot is a straightforward and easy-to-use technology
TE3I believe I can the most success when using the HR chatbot again.
PL1If the company recommends you use a HR Chatbot, you will follow.[ ]
PL2I would recommend that friends and colleagues use HR Chatbot.
PL3I didn’t hesitate to use the HR Chatbot again to comply with the company’s policies.
CA1I tend to use the HR Chatbot later after the upgrade because it improved my work.[ ]
CA2I’m going to use the HR Chatbot next after an upgrade in the data process from the HR department.[ ]
CA3In the future, I will continue to use the HR Chatbot after the updated version, in accordance with the company’s policy.[ ]
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Click here to enlarge figure

Base ModelApplicationFactorsAdoptionContinue Adoption
Web-based training [ ] , EJ, CA, SI, OS, IQ, SQ, US, TOT -
Mobile shopping applications [ ] , PR, PEJ, PI, ST, IU -
Smartphone chatbots for shopping [ ] , PEJ, PC, PR, TR, PI, ATT, IU -
Mobile ticketing services in tourism [ ] , COM, MB, IU -
E-recruitment [ ] , ATT, BI -
Latest version smartphones [ ] , PE, PEJ, COM, PV, EE, SI, OBS, BI, AD -
Virtual Reality [ ] PE, EE, SI, FC, PV, HA, HM, PB, ATT, BI -
Technology and AI in the banking industry of an emerging market [ ] CE, ATT, TAU, TD, SQ, CS, CBB -
Categories ApplicationTheoriesThe Innovation Decision Process
InputProcessOutput
KnowledgePersuasionDecisionImplementationConfirmation
BarrierPerceived RiskPerceptionAdoptionRejectionLater AdoptionContinue Rejection
Digital transformation in
hospitality industry [ ]
- ----
The Nano-foods [ ] - ----
Behavioral biometrics continuous authentication (BBCA) technology [ ] - ----
Mobile health application [ ] - ----
Mobile payment services [ ]
----
Mobile payment [ ]
- ----
Mobile banking [ ]
- ----
Chatbot [ ] ----
Chatbots for shopping [ ] ----
EXX (Employee Experience) Chatbot [ ] - ----
- -
QuestionsQuantityPercentage
Male13855
Female11345
Thai251100
21–3012148.2
31–4010441.1
41–50249.6
51–6020.8
Married5923.5
Single19176.1
Engaged10.4
Bachelor’s degree16364.9
Master’s degree8634.3
Doctoral degree10.4
Associate’s degree or equivalent10.4
15,001–30,000 THB208.0
30,001–50,000 THB5823.1
50,001–75,000 THB6927.5
75,001–100,000 THB6525.9
100,001–150,000 THB2811.2
150,001–200,000 THB83.2
More than 200,000 THB31.2
Interpersonal communication (Ex: colleague, relatives at work, HR training)4618.3
Mass communication (Ex: web page, Facebook, website, Twitter, email, line, etc., TV, company public letter)20581.7
HR training2911.6
Internet (web page, Facebook, website, Twitter, email, line, etc.)17569.7
TV10.4
Others4618.3
HR training4417.5
Colleague20.8
-20581.7
Period 04:00–08:0041.6
Period 08:00–12:00 218.4
Period 12:00–16:003915.5
Period 16:00–20:007630.3
Period 20:00–24:0010943.4
Period 00:00–04:0010.4
ComponentVariableWeight
Value
(>0.70)
Cronbach’s α
(>0.70)
Composite
Reliability
(>0.70)
AVE
(>0.50)
Hesitant Perceived usefulness (HPU)HPU10.8610.7770.7810.692
HPU20.790
HPU30.844
Hesitant Perceived ease-of-use (HPEOU)HPEOU10.8980.7830.8240.693
HPEOU20.811
HPEOU40.783
Intention to reject (INJ)ITR10.9220.7580.7980.822
ITR30.891
Perceived Risk (PR)PR10.7280.7580.9510.637
PR20.775
PR40.884
Personal Innovativeness (PI)PI20.9260.8370.8370.860
PI30.923
Word of mouth (WOM)WOM20.8960.7570.7570.804
WOM30.898
Attitude toward (ATT)ATT10.7950.8090.8320.634
ATT30.749
ATT40.812
ATT50.826
People (PP)PP10.9740.9020.9760.836
PP20.859
PP30.907
Process (PC)PC10.9070.8150.9250.721
PC20.881
PC30.752
Technology (TE)TE10.9370.8580.9110.778
TE30.884
TE40.821
Policy (PL)PL10.8920.7510.7530.670
PL20.779
PL30.779
Confirmation (CA)CA10.8170.8240.8250.742
FactorCorrelation Matrix
ATTCAITRPCHPEOUPIPLPPPRHPUTEWOM
ATT
CA0.203
ITR0.0590.129
PC0.1030.3170.256
HPEOU0.1650.0400.2060.019
PI0.3030.0590.2630.2970.016
PL0.0700.2680.3040.2500.1410.071
PP0.0330.0750.2900.0770.2430.2230.585
PR0.2110.1800.2980.1610.1060.3500.0840.138
HPU0.2670.1560.1110.0000.1750.0840.0090.0590.145
TE0.0400.1830.3750.2140.1660.0600.2020.1650.0180.129
WOM0.1790.0240.1580.1570.1550.1930.1570.0030.1200.1650.090
HypothesisPathCoefficient (β)t-Valuep-ValueVIFResults
H1HPU → ATT0.2302.2220.026 *1.083
H2aHPEOU → HPU0.1661.2070.2281.000No
H2bHPEOU → ATT0.1521.4060.1601.061No
H3aPR → ATT0.0480.4070.6841.177No
H3bPR → ITR0.2993.2530.001 *1.047
H4WOM → ATT0.2252.2610.024 *1.105
H5PI → ATT0.2182.0820.037 *1.176
H6ATT → ITR−0.0050.0560.9561.047No
H7aITR → PP0.2903.1560.002 *1.000
H7bITR → PC0.2562.4820.013 *1.000
H7cITR → TE0.3753.9500.000 *1.000
H7dITR → PL0.3043.4850.000 *1.000
H8aPP → CA−0.1060.8190.4131.542No
H8bPC → CA0.2412.1920.028 *1.111
H8cTE → CA0.0990.9340.3501.081No
H8dPL → CA0.2502.0010.045 *1.638
ConstructR-SquareR-Square AdjustedQ
ATT0.2040.1610.035
CA0.1530.1180.013
ITR0.1490.1230.061
PC0.0660.0560.015
PL0.1320.1020.003
PP0.1440.1200.012
HPU0.1310.1110.002
TE0.1400.1320.011
ConstructsEffect Size (f )Signification
ATTITR0.000No effect size
ITRPC0.070Small effect size
PL0.102Small effect size
PP0.092Small effect size
TE0.163Medium effect size
PCCA0.062Small effect size
HPEOUATT0.024Small effect size
HPU0.032Small effect size
PIATT0.052Small effect size
PLCA0.045Small effect size
PPCA0.009No effect size
PRATT0.004No effect size
ITR0.093Small effect size
HPUATT0.071Small effect size
TECA0.011No effect size
WOMATT0.042No effect size
Innovation Decision ProcessThe Implications for Sustainability for HR Chatbots of Private Companies in Thailand
SocialEnvironmentEconomicsResults
(−/+)
Perceived usefulness (PU), Perceived ease-of-use (PEOU) and Perceived Risk (PR) of HR Chatbot has a huge impact on the user. Consequently, the user may find that the chatbot takes longer than human conversations and eventually leads to rejection.The anxieties of staff perceptions and
Perceived Risk of HR chatbot haven’t reduced the
communication gap
between the staff and human resource
department.
Resources and time are still required.
Impossible to develop a HR chatbot application and business.
Any use of technology that does not respond to the needs of employees and personal attitudes on the negative side will result in a wide range of denials of technology in the organization.Inefficiency of communication that will be
Impacted the company’s resources (human, transportation, papers, electricity charge and time, etc.).
Increasing the expenses to develop platforms to support employee requirements.
The hesitation that using HR chatbots will impact HR departments and organization improvement.Losing company’s resources and time.Lack of improvement in business and organization.
People, processes, technology, policies, and the clear direction (HR manager, head of HR) of an organization have a major influence on employees’ decision to adopt HR chatbots again.Utilizing HR chatbots to support a company’s resources and time.Reduce expenses and improve ROI (return of investment).
Later adoption of HR chatbot supports the
sustainability of the HR department and organization development.
Long-term improvement and sustainable development of private company in Thailand.Sustainability of ROI.
The statements, opinions and data contained in all publications are solely those of the individual author(s) and contributor(s) and not of MDPI and/or the editor(s). MDPI and/or the editor(s) disclaim responsibility for any injury to people or property resulting from any ideas, methods, instructions or products referred to in the content.

Share and Cite

Jierasup, S.; Leelasantitham, A. A Change from Negative to Positive of Later Adoption Using the Innovation Decision Process to Imply Sustainability for HR Chatbots of Private Companies in Thailand. Sustainability 2024 , 16 , 5641. https://doi.org/10.3390/su16135641

Jierasup S, Leelasantitham A. A Change from Negative to Positive of Later Adoption Using the Innovation Decision Process to Imply Sustainability for HR Chatbots of Private Companies in Thailand. Sustainability . 2024; 16(13):5641. https://doi.org/10.3390/su16135641

Jierasup, Siwalak, and Adisorn Leelasantitham. 2024. "A Change from Negative to Positive of Later Adoption Using the Innovation Decision Process to Imply Sustainability for HR Chatbots of Private Companies in Thailand" Sustainability 16, no. 13: 5641. https://doi.org/10.3390/su16135641

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