Samples and prepared projects

Research use

• Which structural and measurement-model estimates have stable bootstrap inference?

Mapped tutorials

PLS-SEM Bootstrapping

Dataset checksum

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Variables

19

Generator seed

262519

Source

deterministic synthetic tutorial generator

Data dictionary

Open documented roles

Research use

• Which business characteristics predict customer churn?
• Does analytics capability influence business performance through organizational agility, conditional on market turbulence?
• Are the indirect and conditional effects in the agility mediation model stable under case resampling?
• How do digital investment, analytics capability, agility, and market turbulence explain business performance?
• How stable are the OLS and logistic coefficient estimates under case resampling?

Mapped tutorials

Binary logistic regression, PROCESS/path analysis, PROCESS bootstrapping, OLS regression, Regression bootstrapping

Dataset checksum

96c53bf731e47d1db13416ed064e5aece6aa5336cc652bfdb6a623570c927c69

Variables

9

Generator seed

262513

Source

deterministic synthetic tutorial generator

Data dictionary

Open documented roles

Research use

Mapped tutorials

Dataset checksum

73f4742892716193d4e73de8d3f3aa63f7688e46a7295dbd4b259c30947f63f0

Variables

16

Generator seed

262518

Source

deterministic synthetic tutorial generator

Data dictionary

Open documented roles

Research use

• Does attractiveness have a curved relationship with competence after accounting for the wider corporate-reputation model?

Mapped tutorials

Nonlinear relationships

Dataset checksum

10b9261d3f4435c7db8bdb088f0b11fa3047333b8950cf751722e902b2c67737

Variables

31

Generator seed

Packaged source data

Source

assets/samples/corporate-reputation.csv

Data dictionary

Open documented roles

Research use

• How do perceived quality, value, and trust shape satisfaction and customer loyalty?
• What power is expected for a Quality → Loyalty path of 0.30 at planned sample sizes of 80 and 120?
• How do the customer-experience relationships look after consistent-PLS correction of reflective constructs?
• Are the consistently corrected reflective-model estimates stable under resampling?
• Does the model show predictive relevance for Trust, Satisfaction, and Loyalty?
• How closely does the composite model reproduce the observed indicator correlations?
• Are the five customer-experience constructs empirically distinct?
• What is the legacy descriptive global GoF summary for this reflective PLS model?
• What descriptive model-fit diagnostics accompany the customer-experience PLS estimate?
• Which antecedents of Loyalty combine high importance with comparatively low performance?

Mapped tutorials

PLS-SEM Algorithm, PLS power analysis, Consistent PLS, PLSc Consistent Bootstrapping, Blindfolding, Confirmatory Composite Analysis, HTMT / HTMT+, Global GoF, PLS Model Fit, IPMA

Dataset checksum

60b43e4a2d5ff5a1063daca04beb1236123de17809a6a818d3c6766258dbabc3

Variables

21

Generator seed

262501

Source

deterministic synthetic tutorial generator

Data dictionary

Open documented roles

Research use

Mapped tutorials

Dataset checksum

fe0520a68b733f2798877e932a539e4351406e07ca6024a343593c9db5ad7fa6

Variables

16

Generator seed

262508

Source

deterministic synthetic tutorial generator

Data dictionary

Open documented roles

Research use

• How much of training quality's association with job performance operates through self-efficacy and training transfer?

Mapped tutorials

Mediation

Dataset checksum

9d4b066e776c4a2f680d0e3bb4a52bf0ef3345a3c685c3716e667d5689040f5c

Variables

18

Generator seed

262506

Source

deterministic synthetic tutorial generator

Data dictionary

Open documented roles

Research use

• Is digital capability necessary, though not necessarily sufficient, for high innovation performance?

Mapped tutorials

Necessary Condition Analysis

Dataset checksum

2a50c471385313de5fb1f8f34ed17a81f15e51b9996834f51156bdca88c333d5

Variables

5

Generator seed

262515

Source

deterministic synthetic tutorial generator

Data dictionary

Open documented roles

Research use

• Does the four-item Innovation Capability block show the tetrad pattern expected for its measurement specification?

Mapped tutorials

Confirmatory Tetrad Analysis

Dataset checksum

41d393dc51a64d9fc011290660c453733cc9e15378ce6fc953ceef5fc9f12d02

Variables

12

Generator seed

262504

Source

deterministic synthetic tutorial generator

Data dictionary

Open documented roles

Research use

• Do consistently corrected path estimates differ between on-site and hybrid employees?
• Is the organizational-identification measurement model invariant across the two recorded gender groups?
• Do consistently corrected leadership effects differ between the two work modes?

Mapped tutorials

PLSc Consistent Permutation, MICOM, PLSc-MGA

Dataset checksum

a8e83d58267d13a0be688841237793b69974cf1c1d1b1e0de09d4fffae9b638b

Variables

17

Generator seed

262503

Source

deterministic synthetic tutorial generator

Data dictionary

Open documented roles

Research use

• Does the loyalty model predict better than its comparison benchmark across held-out folds?
• How accurately does the model predict Loyalty indicators in held-out data?

Mapped tutorials

CVPAT, PLSpredict

Dataset checksum

bd2897e586680dae8b77583f2eab6ba676844d6c5d25eaa6038d775d3ab83599

Variables

18

Generator seed

262505

Source

deterministic synthetic tutorial generator

Data dictionary

Open documented roles

Research use

• Is the Leadership → Commitment path stronger than expected under structural-path randomization?
• Does adding a direct Organizational Prestige → Affective Commitment (Joy) path improve prediction over the established mediated model?
• Which of three organizational-identification models should be retained when equation-level predictive evidence is the primary criterion?
• Does the Organizational Identification → Affective Commitment (Joy) relationship differ between the two recorded gender groups?
• Can prediction-oriented segmentation identify a stable two-segment structure in the organizational-identification model?
• Does Organizational Prestige change how Organizational Identification relates to Affective Commitment (Joy) and Affective Commitment (Love)?
• Can the joy and love dimensions form a reflective-reflective Affective Commitment construct, and how do organizational prestige and identification predict it?

Mapped tutorials

Permutation / Structural Path Randomization, PLS Model Comparison, Prediction-Oriented Model Selection, PLS-MGA, PLS-POS, Moderation, Higher-order models

Dataset checksum

3e4b9864e6ed561e0434fe47178a380dabbf5906129ac04356e28058d959ccd7

Variables

0

Generator seed

Packaged source data

Source

documented teaching source

Data dictionary

Open documented roles

Research use

• How many empirical components summarize the twelve academic-engagement items?

Mapped tutorials

Principal Component Analysis

Dataset checksum

dd10c3f312491be087e124de053945366c094ac84ac702bf7550d6d12ed5ee28

Variables

13

Generator seed

262514

Source

deterministic synthetic tutorial generator

Data dictionary

Open documented roles

Research use

Mapped tutorials

Dataset checksum

ecc8d82bc9295f4b9e73e8cc0514abf607a43ba283f1a6d36eeb91c887ac2b30

Variables

20

Generator seed

262509

Source

deterministic synthetic tutorial generator

Data dictionary

Open documented roles

Research use

• Does the recursive common-factor service-recovery model reproduce the covariance structure adequately?
• How stable are the recursive CB-SEM parameters under exact case bootstrapping?

Mapped tutorials

CB-SEM, CB-SEM bootstrapping

Dataset checksum

f5604eba318346666dc54b3c729957f8d3b56c62cc8da8db29cd2ccca8f5af79

Variables

17

Generator seed

262517

Source

deterministic synthetic tutorial generator

Data dictionary

Open documented roles

Research use

• Does the proposed four-factor student-wellbeing measurement model fit the observed covariance structure?
• What exploratory component pattern appears before fitting the confirmatory wellbeing model?

Mapped tutorials

CFA, PCA for CB-SEM preparation

Dataset checksum

12ceeca2ad9eae467e4ea100b30de2c8692529053dd44912105413285f20fc8c

Variables

17

Generator seed

262516

Source

deterministic synthetic tutorial generator

Data dictionary

Open documented roles

Research use

• Does finite-mixture PLS reveal latent customer classes with distinct renewal behavior?

Mapped tutorials

FIMIX-PLS

Dataset checksum

b5130c92f182c76406e1ded77b04edbc622fb0fcfd0b0ae1c17597c429c86647

Variables

17

Generator seed

262511

Source

deterministic synthetic tutorial generator

Data dictionary

Open documented roles

Research use

• How do supply-chain capabilities combine into resilience and performance in a component model?

Mapped tutorials

GSCA

Dataset checksum

e4d8361d6f074b11f3d5794e7be05b00e533065e08e48e3b67b19b24795fcb16

Variables

17

Generator seed

262512

Source

deterministic synthetic tutorial generator

Data dictionary

Open documented roles

Research use

• Is the Trust → Renewal effect sensitive to potential endogeneity detected with a Gaussian copula?

Mapped tutorials

Gaussian-copula endogeneity

Dataset checksum

4d0838d9ce94ffc45813d269af9c759e011ec56d0560bdcef549aa2de3d1c3cd

Variables

16

Generator seed

262510

Source

deterministic synthetic tutorial generator

Data dictionary

Open documented roles

Research use

• Do service, fairness, and satisfaction predict retention after applying case weights?

Mapped tutorials

Weighted PLS

Dataset checksum

290bbf1189ad42dc98d42a30a55f2af4b4784acb79699d45a6638d0cf3c0cb20

Variables

16

Generator seed

262502

Source

deterministic synthetic tutorial generator

Data dictionary

Open documented roles

Research use

Mapped tutorials

Dataset checksum

12ffc1261757befbdf2f13de03228a5922797e7df1ada1018dcc88f820e75c66

Variables

19

Generator seed

262507

Source

deterministic synthetic tutorial generator

Data dictionary

Open documented roles