PLS-SEM STATISTICAL PROGRAMS: A REVIEW
Partial least squares structural equation modeling (PLS-SEM) is one of the most widely used methods of multivariate data analysis. Although previous research has discussed different aspects of PLS-SEM, little has been done to explain the attributes of the various PLS-SEM statistical applications. Th...
Saved in:
| Published in | Journal of Applied Structural Equation Modelling Vol. 5; no. 1; pp. i - xiv |
|---|---|
| Main Authors | , , , , , |
| Format | Journal Article |
| Language | English |
| Published |
Sarawak Research Society (SRS)
2021
|
| Subjects | |
| Online Access | Get full text |
Cover
Loading…
| Abstract | Partial least squares structural equation modeling (PLS-SEM) is one of the most widely used methods of multivariate data analysis. Although previous research has discussed different aspects of PLS-SEM, little has been done to explain the attributes of the various PLS-SEM statistical applications. The objective of this editorial is to discuss the multiple PLS-SEM applications, including SmartPLS, WarpPLS, and ADANCO. It is written based on information received from the developers via emails as well as our ongoing understanding and experience of using these applications. We hope this editorial will serve as a manual for users to understand the unique characteristics of each PLS-SEM application and make informed decisions on the most appropriate application for their research. |
|---|---|
| AbstractList | Partial least squares structural equation modeling (PLS-SEM) is one of the most widely used methods of multivariate data analysis. Although previous research has discussed different aspects of PLS-SEM, little has been done to explain the attributes of the various PLS-SEM statistical applications. The objective of this editorial is to discuss the multiple PLS-SEM applications, including SmartPLS, WarpPLS, and ADANCO. It is written based on information received from the developers via emails as well as our ongoing understanding and experience of using these applications. We hope this editorial will serve as a manual for users to understand the unique characteristics of each PLS-SEM application and make informed decisions on the most appropriate application for their research. |
| Author | Memon, Mumtaz Ali Ting, Hiram Cham, Tat Huei Chuah, Francis T., Ramayah Cheah, Jun-Hwa |
| Author_xml | – sequence: 1 givenname: Mumtaz Ali orcidid: 0000-0003-4623-9693 surname: Memon fullname: Memon, Mumtaz Ali organization: NUST Business School, National University of Sciences and Technology (NUST), Islamabad, Pakistan – sequence: 2 givenname: Ramayah orcidid: 0000-0002-7580-7058 surname: T. fullname: T., Ramayah organization: USM Malaysia – sequence: 3 givenname: Jun-Hwa orcidid: 0000-0001-8440-9564 surname: Cheah fullname: Cheah, Jun-Hwa organization: UPM Malaysia – sequence: 4 givenname: Hiram orcidid: 0000-0002-1728-8990 surname: Ting fullname: Ting, Hiram organization: UCSI Malaysia – sequence: 5 givenname: Francis surname: Chuah fullname: Chuah, Francis organization: UUM Malaysia – sequence: 6 givenname: Tat Huei surname: Cham fullname: Cham, Tat Huei organization: UTAR Malaysia |
| BookMark | eNptkEtLw0AURgepYK1dus9KdJE675m4CyXWSEtLE3U5TOYhKbGRSTb-e2OrIOLqXi7fOVy-czDat3sHwCWCMyowJ7ePaZGtZuwa3UB-AsaYJTCmGKPRr_0MTLtuByHEUjCJ4RhcbZZFPIBRUaZlXpT5PF1Gm-16sU1XxV2URtvsOc9eLsCp103npt9zAp7us3L-EC_Xiy8kNpgJHguUOMa0rJBPrJSYMIKFkRBRzW1lTCUkN7TyUlIvnBSeUUG1p5xYaCy3ZALyo9e2eqfeQ_2mw4dqda0Ohza8Kh362jROaTMIqWUGEkIltlI4l0DvGGFee00GFzm6TGi7LjivTN3rvm73fdB1oxBUh-bUoTnFFFKQD1T8h_r54v_8J5Z5bOU |
| CitedBy_id | crossref_primary_10_1177_14673584251314282 crossref_primary_10_1080_16258312_2024_2384824 crossref_primary_10_1177_21582440231218688 crossref_primary_10_61186_NMCE_2303_1027 crossref_primary_10_1108_IDD_04_2024_0054 crossref_primary_10_1177_09514848241276471 crossref_primary_10_47172_2965_730X_SDGsReview_v5_n03_pe04698 crossref_primary_10_33059_jseb_v15i2_9596 crossref_primary_10_1016_j_chb_2024_108409 crossref_primary_10_47172_2965_730X_SDGsReview_v5_n02_pe03341 crossref_primary_10_1007_s11356_023_28498_6 crossref_primary_10_1007_s43621_025_00811_y crossref_primary_10_1016_j_ijme_2024_100977 crossref_primary_10_2139_ssrn_4580806 crossref_primary_10_1002_berj_4146 crossref_primary_10_17163_ret_n26_2023_02 crossref_primary_10_4236_ti_2023_142007 crossref_primary_10_1007_s11356_023_27553_6 crossref_primary_10_1080_14330237_2024_2314365 crossref_primary_10_1108_IJOA_09_2023_3961 crossref_primary_10_1177_10567879241276851 crossref_primary_10_3389_fpsyg_2025_1503258 crossref_primary_10_1007_s11356_023_29211_3 crossref_primary_10_3390_businesses2010003 crossref_primary_10_1080_09640568_2023_2273778 crossref_primary_10_1016_j_esd_2024_101382 crossref_primary_10_1080_15256480_2024_2443461 crossref_primary_10_1177_21582440231218513 crossref_primary_10_1371_journal_pone_0286112 crossref_primary_10_1177_21582440231210077 crossref_primary_10_3390_admsci13030071 crossref_primary_10_1038_s41598_024_79507_8 crossref_primary_10_1177_09721509241252499 crossref_primary_10_1007_s11575_022_00475_0 crossref_primary_10_4102_hsag_v28i0_2320 crossref_primary_10_1177_21582440241300194 crossref_primary_10_29333_iejme_15737 crossref_primary_10_47172_2965_730X_SDGsReview_v4_n02_pe01770 crossref_primary_10_3846_btp_2024_19317 crossref_primary_10_1080_23311975_2023_2279793 crossref_primary_10_1108_MD_05_2021_0689 crossref_primary_10_1080_13678868_2022_2124586 crossref_primary_10_1177_0734242X241291939 crossref_primary_10_5937_StraMan2300063J crossref_primary_10_1177_27551938241269118 crossref_primary_10_1080_23311975_2023_2183559 crossref_primary_10_1002_hrdq_21517 crossref_primary_10_1051_e3sconf_202456801006 crossref_primary_10_1080_13527266_2023_2246043 crossref_primary_10_24857_rgsa_v18n8_016 crossref_primary_10_3390_ejihpe15030026 crossref_primary_10_1371_journal_pone_0310815 crossref_primary_10_1177_23197145231225570 crossref_primary_10_1007_s12144_022_03637_3 crossref_primary_10_1007_s10668_023_03291_0 crossref_primary_10_1016_j_heliyon_2023_e20096 crossref_primary_10_21833_ijaas_2023_09_002 crossref_primary_10_1108_IJSMS_05_2022_242 crossref_primary_10_1080_23311975_2024_2340460 crossref_primary_10_1007_s11356_023_30352_8 crossref_primary_10_1080_01431161_2024_2384101 crossref_primary_10_1080_2331186X_2024_2385236 crossref_primary_10_55056_etq_29 crossref_primary_10_1080_0960085X_2024_2360564 crossref_primary_10_1080_23311975_2022_2163797 crossref_primary_10_1177_09610006231154538 crossref_primary_10_14710_jbs_32_1_102_111 crossref_primary_10_1080_23311886_2024_2301812 crossref_primary_10_61186_aassjournal_1140 crossref_primary_10_1108_TR_06_2024_0510 crossref_primary_10_1016_j_tate_2024_104715 crossref_primary_10_1515_erj_2024_0179 crossref_primary_10_1007_s11115_025_00821_4 crossref_primary_10_1080_10686967_2023_2285044 crossref_primary_10_3390_admsci13050118 crossref_primary_10_3390_su132313018 crossref_primary_10_1080_2331186X_2025_2479401 crossref_primary_10_2478_fiqf_2024_0015 crossref_primary_10_21511_ppm_22_4__2024_23 crossref_primary_10_1002_mar_21640 crossref_primary_10_1016_j_foohum_2024_100266 crossref_primary_10_29333_ejecs_1375 crossref_primary_10_1088_1755_1315_1430_1_012009 crossref_primary_10_1080_09640568_2024_2352544 crossref_primary_10_1371_journal_pone_0308883 crossref_primary_10_1080_10911359_2023_2222292 crossref_primary_10_1002_bsd2_380 crossref_primary_10_3390_su15032150 crossref_primary_10_4102_sajhrm_v20i0_1971 crossref_primary_10_1016_j_iedeen_2024_100268 crossref_primary_10_21511_ppm_20_4__2022_05 crossref_primary_10_4018_JCIT_321657 crossref_primary_10_1007_s11135_025_02112_y crossref_primary_10_3389_fpsyg_2022_951103 |
| ContentType | Journal Article |
| DBID | AAYXX CITATION DOA |
| DOI | 10.47263/JASEM.5(1)06 |
| DatabaseName | CrossRef DOAJ Directory of Open Access Journals |
| DatabaseTitle | CrossRef |
| DatabaseTitleList | CrossRef |
| Database_xml | – sequence: 1 dbid: DOA name: DOAJ: Directory of Open Access Journal (DOAJ) url: https://www.doaj.org/ sourceTypes: Open Website |
| DeliveryMethod | fulltext_linktorsrc |
| Discipline | Mathematics |
| EISSN | 2590-4221 |
| EndPage | xiv |
| ExternalDocumentID | oai_doaj_org_article_acbcc4d5c033482d87ee90fe535fafa3 10_47263_JASEM_5_1_06 |
| GroupedDBID | AAYXX ALMA_UNASSIGNED_HOLDINGS CITATION GROUPED_DOAJ M~E |
| ID | FETCH-LOGICAL-c2576-719e55a8b1f9d88235327c8014a6dbccb786c4bf884f7e87f5474af463d0cd6d3 |
| IEDL.DBID | DOA |
| ISSN | 2590-4221 |
| IngestDate | Wed Aug 27 01:13:20 EDT 2025 Thu Apr 24 23:06:07 EDT 2025 Tue Jul 01 04:11:34 EDT 2025 |
| IsDoiOpenAccess | true |
| IsOpenAccess | true |
| IsPeerReviewed | true |
| IsScholarly | true |
| Issue | 1 |
| Language | English |
| LinkModel | DirectLink |
| MergedId | FETCHMERGED-LOGICAL-c2576-719e55a8b1f9d88235327c8014a6dbccb786c4bf884f7e87f5474af463d0cd6d3 |
| ORCID | 0000-0002-7580-7058 0000-0001-8440-9564 0000-0003-4623-9693 0000-0002-1728-8990 |
| OpenAccessLink | https://doaj.org/article/acbcc4d5c033482d87ee90fe535fafa3 |
| ParticipantIDs | doaj_primary_oai_doaj_org_article_acbcc4d5c033482d87ee90fe535fafa3 crossref_citationtrail_10_47263_JASEM_5_1_06 crossref_primary_10_47263_JASEM_5_1_06 |
| ProviderPackageCode | CITATION AAYXX |
| PublicationCentury | 2000 |
| PublicationDate | 2021-00-00 |
| PublicationDateYYYYMMDD | 2021-01-01 |
| PublicationDate_xml | – year: 2021 text: 2021-00-00 |
| PublicationDecade | 2020 |
| PublicationTitle | Journal of Applied Structural Equation Modelling |
| PublicationYear | 2021 |
| Publisher | Sarawak Research Society (SRS) |
| Publisher_xml | – name: Sarawak Research Society (SRS) |
| SSID | ssj0002875820 |
| Score | 2.53739 |
| Snippet | Partial least squares structural equation modeling (PLS-SEM) is one of the most widely used methods of multivariate data analysis. Although previous research... |
| SourceID | doaj crossref |
| SourceType | Open Website Enrichment Source Index Database |
| StartPage | i |
| SubjectTerms | pls-sem |
| Title | PLS-SEM STATISTICAL PROGRAMS: A REVIEW |
| URI | https://doaj.org/article/acbcc4d5c033482d87ee90fe535fafa3 |
| Volume | 5 |
| hasFullText | 1 |
| inHoldings | 1 |
| isFullTextHit | |
| isPrint | |
| link | http://utb.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwrZ1LS8NAEMcX8aQH8Yn1RQ5SFIzdZJ_xFqW1FqOlaaG3ZbOPg0gVrd_f3U0suYgXr2EI2Zkl859l9jcAnGskuZWQxQYhGuMUytjJCBNrrlNkGXNJzt9GLp7ocIZHczJvjfryPWE1Hrh2XE-qSimsiYL-zmiqOTMmg9YQRKy0MnA-Xc5rFVMv4cjI6eAU1lBNzFKKeqO87BfX5CK59NONWkmoxeoPSWWwDbYaNRjl9VfsgDWz2AWbxQql-rkHuuPH0v30iqic5tOHcur5BdF48nw_cTX4TZRHdX_DPpgN-tO7YdwMN4iV1_gxSzJDiORVYjPtZC4iKGXKs1wk1W7JFeNU4cpyji0znFmCGZYWU6Sh0lSjA7C-eFuYQxBxRSVOmMFKKld_yAppTmGGVKUzXjHdAVc_qxWqIX_7ARSvwlUAwTkiOEcQkQhIO6C7Mn-vkRe_Gd56162MPKk6PHDxE038xF_xO_qPlxyDjdT3moSjkROwvvz4MqdOLCyrs7AvvgHjiLln |
| linkProvider | Directory of Open Access Journals |
| 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=PLS-SEM+STATISTICAL+PROGRAMS%3A+A+REVIEW&rft.jtitle=Journal+of+Applied+Structural+Equation+Modelling&rft.au=Memon%2C+Mumtaz+Ali&rft.au=T.%2C+Ramayah&rft.au=Cheah%2C+Jun-Hwa&rft.au=Ting%2C+Hiram&rft.date=2021&rft.issn=2590-4221&rft.eissn=2590-4221&rft.volume=5&rft.issue=1&rft.spage=i&rft.epage=xiv&rft_id=info:doi/10.47263%2FJASEM.5%281%2906&rft.externalDBID=n%2Fa&rft.externalDocID=10_47263_JASEM_5_1_06 |
| thumbnail_l | http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/lc.gif&issn=2590-4221&client=summon |
| thumbnail_m | http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/mc.gif&issn=2590-4221&client=summon |
| thumbnail_s | http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/sc.gif&issn=2590-4221&client=summon |