Human capital, technological progress and industrial restructuring

Human capital and technological progress drive industrial restructuring toward rationalization and advancement, clarifying their theoretical interaction and examining the influence mechanism based on China’s three major industries data from 2008 to 2022, employing the PVAR and Hansen threshold model...

Full description

Saved in:
Bibliographic Details
Published inPloS one Vol. 20; no. 6; p. e0325978
Main Authors Zhao, Kui, Zhang, Luyao
Format Journal Article
LanguageEnglish
Published United States Public Library of Science 30.06.2025
Public Library of Science (PLoS)
Subjects
Online AccessGet full text

Cover

Loading…
Abstract Human capital and technological progress drive industrial restructuring toward rationalization and advancement, clarifying their theoretical interaction and examining the influence mechanism based on China’s three major industries data from 2008 to 2022, employing the PVAR and Hansen threshold models. The study shows that: (1) technological progress and industrial restructuring are mutually causal, while technological progress and human capital, and human capital and industrial restructuring are not mutually causal. (2) Within the research cycle, human capital has a ‘fast then slow then smooth’ influence on industrial structural adjustment, while technological progress has a ‘V’ influence on industrial structural adjustment, and technological progress has a ‘U’ influence on human capital. (3) Human capital and technological progress have played a facilitating role in industrial structural adjustment. Technological progress serves as the threshold, resulting in a double threshold effect of human capital on industrial structure rationalization, a single threshold effect is observed in its advancement. The policy implications are as follows: first, accelerate the mechanism of industrial structure upgrading, and drive the quality improvement and structure optimization of industrial human capital; second, give full play to the iterative role of technological innovation, and build a ‘technology-capital’ complementary mechanism; third, ‘according to the time - according to the place - according to the production’, Integration of human capital, technological progress and industrial restructuring synergistic development paths.
AbstractList Human capital and technological progress drive industrial restructuring toward rationalization and advancement, clarifying their theoretical interaction and examining the influence mechanism based on China’s three major industries data from 2008 to 2022, employing the PVAR and Hansen threshold models. The study shows that: (1) technological progress and industrial restructuring are mutually causal, while technological progress and human capital, and human capital and industrial restructuring are not mutually causal. (2) Within the research cycle, human capital has a ‘fast then slow then smooth’ influence on industrial structural adjustment, while technological progress has a ‘V’ influence on industrial structural adjustment, and technological progress has a ‘U’ influence on human capital. (3) Human capital and technological progress have played a facilitating role in industrial structural adjustment. Technological progress serves as the threshold, resulting in a double threshold effect of human capital on industrial structure rationalization, a single threshold effect is observed in its advancement. The policy implications are as follows: first, accelerate the mechanism of industrial structure upgrading, and drive the quality improvement and structure optimization of industrial human capital; second, give full play to the iterative role of technological innovation, and build a ‘technology-capital’ complementary mechanism; third, ‘according to the time - according to the place - according to the production’, Integration of human capital, technological progress and industrial restructuring synergistic development paths.
Human capital and technological progress drive industrial restructuring toward rationalization and advancement, clarifying their theoretical interaction and examining the influence mechanism based on China's three major industries data from 2008 to 2022, employing the PVAR and Hansen threshold models. The study shows that: (1) technological progress and industrial restructuring are mutually causal, while technological progress and human capital, and human capital and industrial restructuring are not mutually causal. (2) Within the research cycle, human capital has a 'fast then slow then smooth' influence on industrial structural adjustment, while technological progress has a 'V' influence on industrial structural adjustment, and technological progress has a 'U' influence on human capital. (3) Human capital and technological progress have played a facilitating role in industrial structural adjustment. Technological progress serves as the threshold, resulting in a double threshold effect of human capital on industrial structure rationalization, a single threshold effect is observed in its advancement. The policy implications are as follows: first, accelerate the mechanism of industrial structure upgrading, and drive the quality improvement and structure optimization of industrial human capital; second, give full play to the iterative role of technological innovation, and build a 'technology-capital' complementary mechanism; third, 'according to the time - according to the place - according to the production', Integration of human capital, technological progress and industrial restructuring synergistic development paths.Human capital and technological progress drive industrial restructuring toward rationalization and advancement, clarifying their theoretical interaction and examining the influence mechanism based on China's three major industries data from 2008 to 2022, employing the PVAR and Hansen threshold models. The study shows that: (1) technological progress and industrial restructuring are mutually causal, while technological progress and human capital, and human capital and industrial restructuring are not mutually causal. (2) Within the research cycle, human capital has a 'fast then slow then smooth' influence on industrial structural adjustment, while technological progress has a 'V' influence on industrial structural adjustment, and technological progress has a 'U' influence on human capital. (3) Human capital and technological progress have played a facilitating role in industrial structural adjustment. Technological progress serves as the threshold, resulting in a double threshold effect of human capital on industrial structure rationalization, a single threshold effect is observed in its advancement. The policy implications are as follows: first, accelerate the mechanism of industrial structure upgrading, and drive the quality improvement and structure optimization of industrial human capital; second, give full play to the iterative role of technological innovation, and build a 'technology-capital' complementary mechanism; third, 'according to the time - according to the place - according to the production', Integration of human capital, technological progress and industrial restructuring synergistic development paths.
Audience Academic
Author Zhao, Kui
Zhang, Luyao
AuthorAffiliation Shanghai University of Finance and Economics, CHINA
1 Vocational Technology, Anhui Business College, Wuhu, China
2 School of Finance, Tianjin University of Finance and Economics, Tianjin, China
AuthorAffiliation_xml – name: 1 Vocational Technology, Anhui Business College, Wuhu, China
– name: 2 School of Finance, Tianjin University of Finance and Economics, Tianjin, China
– name: Shanghai University of Finance and Economics, CHINA
Author_xml – sequence: 1
  givenname: Kui
  orcidid: 0009-0006-4703-6221
  surname: Zhao
  fullname: Zhao, Kui
– sequence: 2
  givenname: Luyao
  surname: Zhang
  fullname: Zhang, Luyao
BackLink https://www.ncbi.nlm.nih.gov/pubmed/40587515$$D View this record in MEDLINE/PubMed
BookMark eNqNk11rFDEUhgep2A_9B6ILglhw15OPmWSvpBZrFwoFv25DJpOZzZJNxiQj-u_NutOyI72QXCS8efKenJOc0-LIeaeL4jmCBSIMvdv4IThpF32WF0BwuWT8UXGClgTPKwzk6GB9XJzGuAEoCa-qJ8UxhZKzEpUnxYfrYSvdTMneJGnfzpJWa-et74ySdtYH3wUd40y6ZmZcM8QUTNazlsKg0hCM654Wj1tpo342zmfFt6uPXy-v5ze3n1aXFzdzVVGa5rgmAHWN0ZIjygglrGxRqTlpKKKYM2ANk5JWZcOoZqrBLZOE6RoqaDUAkLPi5d63tz6KMf0oCMYl4yUAzsRqTzRebkQfzFaG38JLI_4KPnRChmSU1YLzplW0rXGlc0wEEhS0S1VrxnN8ybPX-zHaUG91o7RLQdqJ6XTHmbXo_E-BMAZOKc0Ob0aH4H8MuWJia6LS1kqn_bC_eH4FBsuMvvoHfTi9kepkzsC41ufAamcqLjitsk9-10wtHqDyaPTWqPxZWpP1yYHzyYHMJP0rdXKIUay-fP5_9vb7lH19wK61tGkdvR2S8S5OwReHpb6v8d0vzQDdAyr4GINu7xEEYtcMd-USu2YQYzOQP2OD-gs
Cites_doi 10.5539/ijbm.v15n8p59
10.3846/tede.2024.21102
10.3390/ijerph19116488
10.1016/j.chieco.2017.08.004
10.1007/s10887-006-9009-4
10.18231/j.jmra.2024.025
10.1002/hpm.3820
10.1016/j.techfore.2020.120327
10.1177/1391561420914187
10.1007/s11135-021-01230-7
10.1080/1331677X.2022.2092168
10.1016/j.energy.2022.123386
10.1515/jbnst-2001-0306
10.1007/s00191-024-00854-w
ContentType Journal Article
Copyright Copyright: © 2025 Zhao, Zhang. This is an open access article distributed under the terms of the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited.
COPYRIGHT 2025 Public Library of Science
2025 Zhao, Zhang. This is an open access article distributed under the terms of the Creative Commons Attribution License: http://creativecommons.org/licenses/by/4.0/ (the “License”), which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited. Notwithstanding the ProQuest Terms and Conditions, you may use this content in accordance with the terms of the License.
2025 Zhao, Zhang 2025 Zhao, Zhang
2025 Zhao, Zhang. This is an open access article distributed under the terms of the Creative Commons Attribution License: http://creativecommons.org/licenses/by/4.0/ (the “License”), which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited. Notwithstanding the ProQuest Terms and Conditions, you may use this content in accordance with the terms of the License.
Copyright_xml – notice: Copyright: © 2025 Zhao, Zhang. This is an open access article distributed under the terms of the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited.
– notice: COPYRIGHT 2025 Public Library of Science
– notice: 2025 Zhao, Zhang. This is an open access article distributed under the terms of the Creative Commons Attribution License: http://creativecommons.org/licenses/by/4.0/ (the “License”), which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited. Notwithstanding the ProQuest Terms and Conditions, you may use this content in accordance with the terms of the License.
– notice: 2025 Zhao, Zhang 2025 Zhao, Zhang
– notice: 2025 Zhao, Zhang. This is an open access article distributed under the terms of the Creative Commons Attribution License: http://creativecommons.org/licenses/by/4.0/ (the “License”), which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited. Notwithstanding the ProQuest Terms and Conditions, you may use this content in accordance with the terms of the License.
DBID AAYXX
CITATION
CGR
CUY
CVF
ECM
EIF
NPM
IOV
ISR
3V.
7QG
7QL
7QO
7RV
7SN
7SS
7T5
7TG
7TM
7U9
7X2
7X7
7XB
88E
8AO
8C1
8FD
8FE
8FG
8FH
8FI
8FJ
8FK
ABJCF
ABUWG
AEUYN
AFKRA
ARAPS
ATCPS
AZQEC
BBNVY
BENPR
BGLVJ
BHPHI
C1K
CCPQU
D1I
DWQXO
FR3
FYUFA
GHDGH
GNUQQ
H94
HCIFZ
K9.
KB.
KB0
KL.
L6V
LK8
M0K
M0S
M1P
M7N
M7P
M7S
NAPCQ
P5Z
P62
P64
PATMY
PDBOC
PHGZM
PHGZT
PIMPY
PJZUB
PKEHL
PPXIY
PQEST
PQGLB
PQQKQ
PQUKI
PRINS
PTHSS
PYCSY
RC3
7X8
5PM
DOA
DOI 10.1371/journal.pone.0325978
DatabaseName CrossRef
Medline
MEDLINE
MEDLINE (Ovid)
MEDLINE
MEDLINE
PubMed
Gale In Context: Opposing Viewpoints
Gale In Context: Science
ProQuest Central (Corporate)
Animal Behavior Abstracts
Bacteriology Abstracts (Microbiology B)
Biotechnology Research Abstracts
Nursing & Allied Health Database
Ecology Abstracts
Entomology Abstracts (Full archive)
Immunology Abstracts
Meteorological & Geoastrophysical Abstracts
Nucleic Acids Abstracts
Virology and AIDS Abstracts
Agricultural Science Collection
Health & Medical Collection
ProQuest Central (purchase pre-March 2016)
Medical Database (Alumni Edition)
ProQuest Pharma Collection
Public Health Database
Technology Research Database
ProQuest SciTech Collection
ProQuest Technology Collection
ProQuest Natural Science Collection
Hospital Premium Collection
Hospital Premium Collection (Alumni Edition)
ProQuest Central (Alumni) (purchase pre-March 2016)
ProQuest Materials Science & Engineering Collection
ProQuest Central (Alumni)
ProQuest One Sustainability
ProQuest Central UK/Ireland
Advanced Technologies & Aerospace Collection
Agricultural & Environmental Science Collection
ProQuest Central Essentials
Biological Science Collection
ProQuest Central
Technology Collection
Natural Science Collection
Environmental Sciences and Pollution Management
ProQuest One Community College
ProQuest Materials Science Collection
ProQuest Central
Engineering Research Database
Health Research Premium Collection
Health Research Premium Collection (Alumni)
ProQuest Central Student
AIDS and Cancer Research Abstracts
SciTech Premium Collection
ProQuest Health & Medical Complete (Alumni)
Materials Science Database
Nursing & Allied Health Database (Alumni Edition)
Meteorological & Geoastrophysical Abstracts - Academic
ProQuest Engineering Collection
Biological Sciences
Agriculture Science Database
ProQuest Health & Medical Collection
Medical Database
Algology Mycology and Protozoology Abstracts (Microbiology C)
Biological Science Database
ProQuest Engineering Database (NC LIVE)
Nursing & Allied Health Premium
Advanced Technologies & Aerospace Database
ProQuest Advanced Technologies & Aerospace Collection
Biotechnology and BioEngineering Abstracts
Environmental Science Database
Materials Science Collection
ProQuest Central Premium
ProQuest One Academic
Publicly Available Content Database
ProQuest Health & Medical Research Collection
ProQuest One Academic Middle East (New)
ProQuest One Health & Nursing
ProQuest One Academic Eastern Edition (DO NOT USE)
ProQuest One Applied & Life Sciences
ProQuest One Academic
ProQuest One Academic UKI Edition
ProQuest Central China
Engineering Collection
Environmental Science Collection
Genetics Abstracts
MEDLINE - Academic
PubMed Central (Full Participant titles)
DOAJ Directory of Open Access Journals
DatabaseTitle CrossRef
MEDLINE
Medline Complete
MEDLINE with Full Text
PubMed
MEDLINE (Ovid)
Agricultural Science Database
Publicly Available Content Database
ProQuest Central Student
ProQuest Advanced Technologies & Aerospace Collection
ProQuest Central Essentials
Nucleic Acids Abstracts
SciTech Premium Collection
ProQuest Central China
Environmental Sciences and Pollution Management
ProQuest One Applied & Life Sciences
ProQuest One Sustainability
Health Research Premium Collection
Meteorological & Geoastrophysical Abstracts
Natural Science Collection
Health & Medical Research Collection
Biological Science Collection
ProQuest Central (New)
ProQuest Medical Library (Alumni)
Engineering Collection
Advanced Technologies & Aerospace Collection
Engineering Database
Virology and AIDS Abstracts
ProQuest Biological Science Collection
ProQuest One Academic Eastern Edition
Agricultural Science Collection
ProQuest Hospital Collection
ProQuest Technology Collection
Health Research Premium Collection (Alumni)
Biological Science Database
Ecology Abstracts
ProQuest Hospital Collection (Alumni)
Biotechnology and BioEngineering Abstracts
Environmental Science Collection
Entomology Abstracts
Nursing & Allied Health Premium
ProQuest Health & Medical Complete
ProQuest One Academic UKI Edition
Environmental Science Database
ProQuest Nursing & Allied Health Source (Alumni)
Engineering Research Database
ProQuest One Academic
Meteorological & Geoastrophysical Abstracts - Academic
ProQuest One Academic (New)
Technology Collection
Technology Research Database
ProQuest One Academic Middle East (New)
Materials Science Collection
ProQuest Health & Medical Complete (Alumni)
ProQuest Central (Alumni Edition)
ProQuest One Community College
ProQuest One Health & Nursing
ProQuest Natural Science Collection
ProQuest Pharma Collection
ProQuest Central
ProQuest Health & Medical Research Collection
Genetics Abstracts
ProQuest Engineering Collection
Biotechnology Research Abstracts
Health and Medicine Complete (Alumni Edition)
ProQuest Central Korea
Bacteriology Abstracts (Microbiology B)
Algology Mycology and Protozoology Abstracts (Microbiology C)
Agricultural & Environmental Science Collection
AIDS and Cancer Research Abstracts
Materials Science Database
ProQuest Materials Science Collection
ProQuest Public Health
ProQuest Nursing & Allied Health Source
ProQuest SciTech Collection
Advanced Technologies & Aerospace Database
ProQuest Medical Library
Animal Behavior Abstracts
Materials Science & Engineering Collection
Immunology Abstracts
ProQuest Central (Alumni)
MEDLINE - Academic
DatabaseTitleList Agricultural Science Database


CrossRef

MEDLINE - Academic
MEDLINE


Database_xml – sequence: 1
  dbid: DOA
  name: DOAJ Directory of Open Access Journals
  url: https://www.doaj.org/
  sourceTypes: Open Website
– sequence: 2
  dbid: NPM
  name: PubMed
  url: https://proxy.k.utb.cz/login?url=http://www.ncbi.nlm.nih.gov/entrez/query.fcgi?db=PubMed
  sourceTypes: Index Database
– sequence: 3
  dbid: EIF
  name: MEDLINE
  url: https://proxy.k.utb.cz/login?url=https://www.webofscience.com/wos/medline/basic-search
  sourceTypes: Index Database
– sequence: 4
  dbid: 8FG
  name: ProQuest Technology Collection
  url: https://search.proquest.com/technologycollection1
  sourceTypes: Aggregation Database
DeliveryMethod fulltext_linktorsrc
Discipline Sciences (General)
DocumentTitleAlternate Human capital, technological progress and industrial restructuring
EISSN 1932-6203
ExternalDocumentID 3225785002
oai_doaj_org_article_88dfc4fb26ea4610a0c0f9cbe78d74a8
PMC12208444
A846093405
40587515
10_1371_journal_pone_0325978
Genre Journal Article
GeographicLocations China
GeographicLocations_xml – name: China
GrantInformation_xml – grantid: 2024AH052475
GroupedDBID ---
123
29O
2WC
53G
5VS
7RV
7X2
7X7
7XC
88E
8AO
8C1
8CJ
8FE
8FG
8FH
8FI
8FJ
A8Z
AAFWJ
AAUCC
AAWOE
AAYXX
ABDBF
ABIVO
ABJCF
ABUWG
ACGFO
ACIHN
ACIWK
ACPRK
ACUHS
ADBBV
AEAQA
AENEX
AEUYN
AFKRA
AFPKN
AFRAH
AHMBA
ALIPV
ALMA_UNASSIGNED_HOLDINGS
AOIJS
APEBS
ARAPS
ATCPS
BAWUL
BBNVY
BCNDV
BENPR
BGLVJ
BHPHI
BKEYQ
BPHCQ
BVXVI
BWKFM
CCPQU
CITATION
CS3
D1I
D1J
D1K
DIK
DU5
E3Z
EAP
EAS
EBD
EMOBN
ESX
EX3
F5P
FPL
FYUFA
GROUPED_DOAJ
GX1
HCIFZ
HH5
HMCUK
HYE
IAO
IEA
IGS
IHR
IHW
INH
INR
IOV
IPY
ISE
ISR
ITC
K6-
KB.
KQ8
L6V
LK5
LK8
M0K
M1P
M48
M7P
M7R
M7S
M~E
NAPCQ
O5R
O5S
OK1
OVT
P2P
P62
PATMY
PDBOC
PHGZM
PHGZT
PIMPY
PJZUB
PPXIY
PQGLB
PQQKQ
PROAC
PSQYO
PTHSS
PV9
PYCSY
RNS
RPM
RZL
SV3
TR2
UKHRP
WOQ
WOW
~02
~KM
ADRAZ
CGR
CUY
CVF
ECM
EIF
IPNFZ
NPM
RIG
3V.
7QG
7QL
7QO
7SN
7SS
7T5
7TG
7TM
7U9
7XB
8FD
8FK
AZQEC
C1K
DWQXO
FR3
GNUQQ
H94
K9.
KL.
M7N
P64
PKEHL
PQEST
PQUKI
PRINS
RC3
7X8
5PM
PUEGO
ID FETCH-LOGICAL-c644t-2b300bb219814734375f15e83d41428707d7aa465d74e7cd2f7a37eb060fe0003
IEDL.DBID M48
ISSN 1932-6203
IngestDate Sun Aug 31 00:08:10 EDT 2025
Wed Aug 27 01:28:52 EDT 2025
Thu Aug 21 18:33:59 EDT 2025
Fri Jul 11 16:56:43 EDT 2025
Fri Jul 25 09:09:16 EDT 2025
Wed Jul 16 16:51:42 EDT 2025
Tue Jul 15 03:50:56 EDT 2025
Sat Jul 12 04:08:06 EDT 2025
Sat Jul 12 04:09:48 EDT 2025
Tue Jul 15 02:10:18 EDT 2025
Mon Jul 21 06:01:56 EDT 2025
Tue Aug 05 12:09:02 EDT 2025
IsDoiOpenAccess true
IsOpenAccess true
IsPeerReviewed true
IsScholarly true
Issue 6
Language English
License Copyright: © 2025 Zhao, Zhang. This is an open access article distributed under the terms of the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited.
This is an open access article distributed under the terms of the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited.
Creative Commons Attribution License
LinkModel DirectLink
MergedId FETCHMERGED-LOGICAL-c644t-2b300bb219814734375f15e83d41428707d7aa465d74e7cd2f7a37eb060fe0003
Notes ObjectType-Article-1
SourceType-Scholarly Journals-1
ObjectType-Feature-2
content type line 14
content type line 23
Competing Interests: No authors have competing interests.
ORCID 0009-0006-4703-6221
OpenAccessLink http://journals.scholarsportal.info/openUrl.xqy?doi=10.1371/journal.pone.0325978
PMID 40587515
PQID 3225785002
PQPubID 1436336
PageCount e0325978
ParticipantIDs plos_journals_3225785002
doaj_primary_oai_doaj_org_article_88dfc4fb26ea4610a0c0f9cbe78d74a8
pubmedcentral_primary_oai_pubmedcentral_nih_gov_12208444
proquest_miscellaneous_3225875709
proquest_journals_3225785002
gale_infotracmisc_A846093405
gale_infotracacademiconefile_A846093405
gale_incontextgauss_ISR_A846093405
gale_incontextgauss_IOV_A846093405
gale_healthsolutions_A846093405
pubmed_primary_40587515
crossref_primary_10_1371_journal_pone_0325978
PublicationCentury 2000
PublicationDate 20250630
PublicationDateYYYYMMDD 2025-06-30
PublicationDate_xml – month: 6
  year: 2025
  text: 20250630
  day: 30
PublicationDecade 2020
PublicationPlace United States
PublicationPlace_xml – name: United States
– name: San Francisco
– name: San Francisco, CA USA
PublicationTitle PloS one
PublicationTitleAlternate PLoS One
PublicationYear 2025
Publisher Public Library of Science
Public Library of Science (PLoS)
Publisher_xml – name: Public Library of Science
– name: Public Library of Science (PLoS)
References S Kuznets (pone.0325978.ref002) 2010
R Zhong (pone.0325978.ref016) 2022; 19
W Li (pone.0325978.ref010) 2024
XG He (pone.0325978.ref019) 2019; 35
C Clark (pone.0325978.ref001) 1957
HB Chenery (pone.0325978.ref003) 1970
H Li (pone.0325978.ref014) 2017; 46
X Dai (pone.0325978.ref023) 2021; 56
J You (pone.0325978.ref018) 2022; 247
S Shi (pone.0325978.ref004) 2024; 19
T Zwick (pone.0325978.ref015) 2001; 221
HQ Huang (pone.0325978.ref013) 2024
F Khatun (pone.0325978.ref017) 2020; 21
B Yang (pone.0325978.ref008) 2020; 15
T Le (pone.0325978.ref012) 2024; 34
B Li (pone.0325978.ref011) 2024; 30
pone.0325978.ref005
YX Gao (pone.0325978.ref022) 2021
G Wang (pone.0325978.ref007) 2024; 39
HZ Li (pone.0325978.ref027) 2021; 1
BQ Lin (pone.0325978.ref026) 2023; 98
W Zou (pone.0325978.ref021) 2022; 36
J Li (pone.0325978.ref009) 2019; 54
R Hausmann (pone.0325978.ref006) 2006; 12
N Karunakaran (pone.0325978.ref024) 2024; 11
G-G Hu (pone.0325978.ref025) 2021; 162
O Galor (pone.0325978.ref020) 1994
References_xml – volume-title: The Conditions of Economic Progress
  year: 1957
  ident: pone.0325978.ref001
– volume: 15
  start-page: 59
  issue: 8
  year: 2020
  ident: pone.0325978.ref008
  article-title: Human Capital, Industrial Structure Upgrading and Economic Growth in China: A Literature Review
  publication-title: IJBM
  doi: 10.5539/ijbm.v15n8p59
– volume: 30
  start-page: 1330
  issue: 5
  year: 2024
  ident: pone.0325978.ref011
  article-title: Robot adoption and urban total factor productivity: evidence from China
  publication-title: Technological and Economic Development of Economy
  doi: 10.3846/tede.2024.21102
– volume: 54
  start-page: 152
  issue: 8
  year: 2019
  ident: pone.0325978.ref009
  article-title: Decision-making under human capital mismatch: Prioritising innovation drive or industrial upgrading?
  publication-title: Economic Research
– volume: 19
  start-page: 6488
  issue: 11
  year: 2022
  ident: pone.0325978.ref016
  article-title: Digital Economy, Agricultural Technological Progress, and Agricultural Carbon Intensity: Evidence from China
  publication-title: Int J Environ Res Public Health
  doi: 10.3390/ijerph19116488
– start-page: 99
  issue: 2
  year: 2024
  ident: pone.0325978.ref013
  article-title: Artificial intelligence development, STEM school effect and skill premium: Analysis based on the endogenous technological progress model
  publication-title: China Industrial Economy
– volume: 46
  start-page: 10
  year: 2017
  ident: pone.0325978.ref014
  article-title: Skill complementarities and returns to higher education: Evidence from college enrollment expansion in China
  publication-title: China Economic Review
  doi: 10.1016/j.chieco.2017.08.004
– volume-title: Human capital distribution, technological progress, and economic growth
  year: 1994
  ident: pone.0325978.ref020
– volume: 35
  start-page: 65
  issue: 9
  year: 2019
  ident: pone.0325978.ref019
  article-title: Information technology, labour force structure and firm productivity: Solving the mystery of ‘IT productivity paradox’
  publication-title: Management World
– volume: 12
  start-page: 1
  issue: 1
  year: 2006
  ident: pone.0325978.ref006
  article-title: What you export matters
  publication-title: J Econ Growth
  doi: 10.1007/s10887-006-9009-4
– volume: 11
  start-page: 154
  issue: 3
  year: 2024
  ident: pone.0325978.ref024
  article-title: Artificial intelligence and human capital: A review
  publication-title: JMRA
  doi: 10.18231/j.jmra.2024.025
– volume-title: E3S Web of Conferences
  year: 2021
  ident: pone.0325978.ref022
  article-title: Research on the impact of human capital on the transformation and upgrading of china’s industrial structure from the perspective of low carbon development
– volume: 39
  start-page: 1482
  issue: 5
  year: 2024
  ident: pone.0325978.ref007
  article-title: The impact of urbanisation on green total factor productivity: Exploring threshold and mediating effects of human capital
  publication-title: Int J Health Plann Manage
  doi: 10.1002/hpm.3820
– start-page: 1
  issue: 7
  year: 2024
  ident: pone.0325978.ref010
  article-title: Human capital structure and innovation efficiency under technological progress: Evidence from China
  publication-title: Original Research
– volume: 98
  year: 2023
  ident: pone.0325978.ref026
  article-title: Does environmental regulation promote industrial structure optimization in China? A perspective of technical and capital barriers
  publication-title: Environmental Impact Assessment Review
– volume: 162
  start-page: 120327
  year: 2021
  ident: pone.0325978.ref025
  article-title: Is knowledge spillover from human capital investment a catalyst for technological innovation? The curious case of fourth industrial revolution in BRICS economies
  publication-title: Technological Forecasting and Social Change
  doi: 10.1016/j.techfore.2020.120327
– volume: 19
  issue: 7
  year: 2024
  ident: pone.0325978.ref004
  article-title: Analysis of human capital effects introducing Bayesian quantile regression in the process of industrial structural upgrading
  publication-title: PLoS One
– volume: 21
  start-page: 58
  issue: 1
  year: 2020
  ident: pone.0325978.ref017
  article-title: Fourth Industrial Revolution, Technological Advancement and Youth Employment: A South Asian Perspective
  publication-title: South Asia Economic Journal
  doi: 10.1177/1391561420914187
– volume: 56
  start-page: 2645
  issue: 4
  year: 2021
  ident: pone.0325978.ref023
  article-title: A research on the threshold effect of human capital structure upgrading and industrial structure upgrading—based on the perspective of path dependence
  publication-title: Qual Quant
  doi: 10.1007/s11135-021-01230-7
– volume: 36
  start-page: 1666
  issue: 1
  year: 2022
  ident: pone.0325978.ref021
  article-title: Does artificial intelligence promote industrial upgrading? Evidence from China
  publication-title: Economic Research-Ekonomska Istraživanja
  doi: 10.1080/1331677X.2022.2092168
– year: 1970
  ident: pone.0325978.ref003
– ident: pone.0325978.ref005
– volume: 247
  start-page: 123386
  year: 2022
  ident: pone.0325978.ref018
  article-title: How heterogeneous technological progress promotes industrial structure upgrading and industrial carbon efficiency? Evidence from China’s industries
  publication-title: Energy
  doi: 10.1016/j.energy.2022.123386
– volume: 221
  start-page: 322
  issue: 3
  year: 2001
  ident: pone.0325978.ref015
  article-title: Supply of human capital in times of skill biased technological change
  publication-title: Jahrbücher für Nationalökonomie und Statistik
  doi: 10.1515/jbnst-2001-0306
– volume: 34
  start-page: 89
  issue: 1
  year: 2024
  ident: pone.0325978.ref012
  article-title: Robot revolution and human capital accumulation: implications for growth and labour income
  publication-title: J Evol Econ
  doi: 10.1007/s00191-024-00854-w
– volume: 1
  start-page: 518
  issue: 3
  year: 2021
  ident: pone.0325978.ref027
  article-title: Wage-based human capital measurement: From micro-individual to macro-aggregate
  publication-title: Journal of Econometrics
– volume-title: Economic Growth of Nations
  year: 2010
  ident: pone.0325978.ref002
SSID ssj0053866
Score 2.4788704
Snippet Human capital and technological progress drive industrial restructuring toward rationalization and advancement, clarifying their theoretical interaction and...
SourceID plos
doaj
pubmedcentral
proquest
gale
pubmed
crossref
SourceType Open Website
Open Access Repository
Aggregation Database
Index Database
StartPage e0325978
SubjectTerms Artificial intelligence
Capital structure
China
Computer and Information Sciences
Corporate reorganizations
Developing countries
Economic development
Economic growth
Employment
Engineering and Technology
Forecasts and trends
Human capital
Humans
Industrial Development
Industry
Influence
Innovations
Labor force
LDCs
Literature reviews
Optimization
People and Places
Physical Sciences
Production factors
Quality control
Social Sciences
Structural adjustment
Technological change
Technological innovations
Technology
SummonAdditionalLinks – databaseName: DOAJ Directory of Open Access Journals
  dbid: DOA
  link: http://utb.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwrV1Lb9QwELbQnrggyquBAgEhARJpHT9i59giqoIESEBRb5bt2FAJZVfK9v8z4zjRBlWCA9ed2c3mm7E9k8x8Q8iLFg4JC3lAJbgPlVCQoIArx4pFGVjHpFYM-50_fmrOzsWHC3mxM-oLa8JGeuARuCOtu-hFdKwJFrnBLfU0tt4FpTslbGrzhTNvSqbGPRhWcdPkRjmu6qNsl8PNug-HlEPIj2PVdg6ixNc_78qrza_1cF3I-Wfl5M5RdHqb3MoxZHk8_vc9ciP0d8heXqVD-SpTSb--S07SM_rS2zQb5E25nR6ko2nKVJsFO11p-668nGd4lDiuA1llUwfjPXJ--u7b27MqT02oPMQ224o5TqlzsBPpWiguuJKxlkHzTtTptabqlAUoJcAXlO9YVJar4GhDY8AU6T5Z9YDTPild2_i2jqGhXRRCSuuQrB1SLh0Fd5YXpJogNJuRHMOkN2QKkooRC4OQmwx5QU4Q51kXqa3TB2Bwkw1u_mbwgjxFK5mxT3ReoOYYIinacghAC_I8aSC9RY_1Mz_s1TCY95-__4PS1y8LpZdZKa7B3t7mngW4J6TNWmgeLDRhkfqFeB99akJlMLiPKi3hPIJvTn52vfjZLMYfxZq4PqyvRh0cR0DbgjwY3XJGFi4JohquqxcOu4B-KekvfyZ28ZoxqoUQD_-HsR6RmwwHJqcCywOyAu8NjyGK27onacH-Brs_RLY
  priority: 102
  providerName: Directory of Open Access Journals
– databaseName: ProQuest Technology Collection
  dbid: 8FG
  link: http://utb.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwjR3LbtQw0ILlwgVRXl0oEBASIJHWsZ3YOaEWsRQkQAKKerNsx24roWQh2_9nxnFCgyrENTN5zcsz9jwIeVbDImEgDsgFdz4XEgIUEOWQs1B61rBSSYb1zh8_VYdH4sNxeZw23PqUVjnaxGiom87hHvkeCp5UJSjw6_XPHKdG4elqGqFxlVwrYKXBlC61ejdaYtDlqkrlclwWe4k7u-uu9buUg-OPw9UuLEexa_9kmxfrH11_meP5d_7khQVpdZPcSJ5ktj-wfotc8e0tspV0tc9epIbSL2-Tg7hTnzkTJ4S8yjbjdjoyKIsZWmDvMtM22dk0ySPDoR3YWzbWMd4hR6u3394c5ml2Qu7Aw9nkzHJKrQV7pAohueCyDEXpFW9EEQ83ZSONEVXZSOGla1iQhktvaUWDx0DpLlm0QKdtktm6cnURfEWbIERZGost2yHwUkFwa_iS5CMJ9XpokaHjOZmE0GKghUaS60TyJTlAOk-42OA6Xuh-neikL1qpJjgRLKu8wZbwhjoaame9VPDFBh7yGLmkh2rRSU31PvhTtObghi7J04iBTS5azKI5Med9r99__v4fSF-_zJCeJ6TQAb-dSZUL8E_YPGuGuTPDBFV1M_A2ytRIlV7_EWq4c5Szy8FPJjA-FDPjWt-dDzg4lIDWS3JvEMuJsvBKABXwXjUT2Bnp55D27DT2GC8Yo0oIcf_f3_WAXGc4EDkmUO6QBcilfwhe2sY-iqr4G3u0OuY
  priority: 102
  providerName: ProQuest
Title Human capital, technological progress and industrial restructuring
URI https://www.ncbi.nlm.nih.gov/pubmed/40587515
https://www.proquest.com/docview/3225785002
https://www.proquest.com/docview/3225875709
https://pubmed.ncbi.nlm.nih.gov/PMC12208444
https://doaj.org/article/88dfc4fb26ea4610a0c0f9cbe78d74a8
http://dx.doi.org/10.1371/journal.pone.0325978
Volume 20
hasFullText 1
inHoldings 1
isFullTextHit
isPrint
link http://utb.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwnR1db9Mw0Nq6VxDja4VRAkICJFI5sRM7DwitU8tA2kCDor5FjmOPSVPaLZ00Xvjt3DlORFCREC9-6J2T9Hznu7Pvg5AXGSgJBX5AyJk2IRfgoAAr2zC2iYnLOJEixnzn45P0aM4_LpLFFml7tnoC1htdO-wnNb-6GN9c_ngHAv_WdW0QUTtpvFpWZkwZGPRCbpMd0E0Cexoc8-5eAaQ7TX0C3d9m9hSUq-Pf7daD1cWy3mSK_hlR-ZuKmt0ht71tGRw0zLBLtkx1l-x66a2DV77E9Ot7ZOLO7gOtXM-QN8G6PWDHJQtczBbsgIGqyuC86-0RYBsPrDbrMhvvk_ls-vXwKPTdFEINNs86jAtGaVHADiUjLhhnIrFRYiQreeSuO0UplOJpUgpuhC5jKxQTpqAptQZdpwdkUAGd9khQZKnOImtSWlrOk0QVWMQdXDFpOSsUG5KwJWG-aopm5O7mTICz0dAiR5LnnuRDMkE6d7hY8tr9sLw6y70E5VKWVnNbxKlRWCReUU1tpgsjJHyxgoc8xVXKm_zRTnDzA7CwaMbAMB2S5w4Dy15UGFdzpq7rOv_w6ds_IH057SG99Eh2Ceutlc9lgP-E5bR6mPs9TBBe3QPvIU-1VKlz3F-FTEBPwcyWzzaDn3VgfCjGylVmed3gYJsCmg3Jw4YtO8rCKwEUwXtlj2F7pO9DqvPvrup4FMdUcs4f_f_Ux-RWDDY2wxbKLuRynwyAb80TsOvWxYhsi4WAUR5GOM7ej8jOZHry-XTkTkpGTpRx_Dn9BaG3U8U
linkProvider Scholars Portal
linkToHtml http://utb.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwtV1Lb9QwELbKcoALory6UGhAIEAirWM7cXJAqAWWXfpAoi3qzTiOXSqhZCFbIf4Uv5EZ50GDKsSl18zEScafZzzxPAh5nIGR0OAHhIIbGwoJDgpA2YXMxZYVLE4lw3zn3b1keijeH8VHS-RXlwuDYZWdTvSKuqgM_iPfQODJNIYF_Gr-LcSuUXi62rXQaGCxbX_-AJetfjl7A_P7hLHJ24PX07DtKhAasP2LkOWc0jyHlZpGQnLBZeyi2Ka8EJE_9pOF1FokcSGFlaZgTmoubU4T6iy6EDDuJXJZcLDkmJk-eddpftAdSdKm53EZbbRoWJ9XpV2nHBwNbOZ2xvz5LgG9LRjNv1b1eRvdv-M1zxjAyXVyrd25BpsN1JbJki1vkOVWN9TBs7aA9fObZMufDARG-44kL4JF9_seARH4iDDQr4Eui-Ck7xwSYJMQrGXr8yZvkcMLkeptMipBTiskyLPEZJGzCS2cEHGscywRD45e6gTPNR-TsBOhmjclOZQ_l5PgyjSyUChy1Yp8TLZQzj0vFtT2F6rvx6pdnypNC2eEy1liNZag19RQl5ncyhTeWMMgazhLqslO7dWC2oT9G804bHvH5JHnwKIaJUbtHOvTulazD5_-g2n_44DpacvkKphvo9tMCfgmLNY14FwdcIJqMAPyCmKqk0qt_iwiuLPD2fnkhz0ZB8VIvNJWpw0PNkGg2ZjcaWDZSxYeCaQInpsOADsQ_ZBSnnzxNc0jxmgqhLj77_daI1emB7s7ame2t32PXGXYjNkHb66SEWDU3ocd4iJ_4JdlQD5ftB74DSVddZA
linkToPdf http://utb.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwtV1Lb9QwELbKIiEuiPLqlkIDAgES6Tq2EzsHhPpg1aVQEFDUW3ASu62EkoVshfhr_DpmHCc0qEJceo0nTjL-ZjwTz4OQRylsEhr8gFDwwoRCgoMCULYhs7FhJYuVZJjv_HY_2T0Qrw_jwyXyq8uFwbDKTic6RV3WBf4jnyDwpIpBgCfWh0W835m-nH8LsYMUnrR27TRaiOyZnz_AfWtezHZgrR8zNn31aXs39B0GwgLsgEXIck5pnoPUqkhILriMbRQbxUsRuSNAWUqtRRKXUhhZlMxKzaXJaUKtQXcC5r1ELksuFcqY2u7DS0CPJIlP1eMymnhkbMzrymxQDk4HNnY7sxW6jgH9vjCaf62b84zev2M3z2yG0-vkmrdig80WdstkyVQ3yLLXE03w1BezfnaTbLlTgqDQrjvJ82DR_cpHcAQuOgx0baCrMjjpu4gE2DAE69q6HMpb5OBCuHqbjCrg0woJ8jQp0siahJZWiDjWOZaLB6dPWcFzzcck7FiYzdvyHJk7o5Pg1rS8yJDlmWf5mGwhn3taLK7tLtTfjzIvq5lSpS2EzVliNJaj17SgNi1yIxW8sYZJ1nGVsjZTtVcR2SbYcjTlYAKPyUNHgQU2KoTqkT5tmmz27vN_EH38MCB64olsDetdaJ81Ad-EhbsGlGsDSlATxWB4BTHVcaXJ_ggU3Nnh7PzhB_0wTopReZWpT1sabIhA0zG508Ky5yw8EoYieK4aAHbA-uFIdXLs6ptHjFElhFj993utkyugAbI3s_29u-Qqw77MLo5zjYwAouYeGIuL_L6TyoB8uWg18BtIt3mR
openUrl ctx_ver=Z39.88-2004&ctx_enc=info%3Aofi%2Fenc%3AUTF-8&rfr_id=info%3Asid%2Fsummon.serialssolutions.com&rft_val_fmt=info%3Aofi%2Ffmt%3Akev%3Amtx%3Ajournal&rft.genre=article&rft.atitle=Human+capital%2C+technological+progress+and+industrial+restructuring&rft.jtitle=PloS+one&rft.au=Zhao%2C+Kui&rft.au=Zhang%2C+Luyao&rft.date=2025-06-30&rft.pub=Public+Library+of+Science&rft.eissn=1932-6203&rft.volume=20&rft.issue=6&rft_id=info:doi/10.1371%2Fjournal.pone.0325978&rft.externalDocID=PMC12208444
thumbnail_l http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/lc.gif&issn=1932-6203&client=summon
thumbnail_m http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/mc.gif&issn=1932-6203&client=summon
thumbnail_s http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/sc.gif&issn=1932-6203&client=summon