SPSS, AMOS. PLS SEM and Research Guidance - Interactive learning

Àpd 52.11 C$ /h

I aim equips students and researchers with the essential skills to conduct advanced quantitative research using industry-standard software and statistical methods. Emphasis is placed on data analysis, structural equation modeling, and applied research design, with a focus on interpreting results and applying them in academic and professional contexts.

Learning Focus

SPSS (Statistical Package for the Social Sciences):
Data preparation, descriptive statistics, reliability testing, regression, ANOVA, and hypothesis testing.

AMOS (Analysis of Moment Structures):
Confirmatory factor analysis (CFA), measurement model testing, structural equation modeling (SEM), and model fit assessment.

PLS-SEM (Partial Least Squares Structural Equation Modeling):
Application of SmartPLS or WarpPLS for predictive modeling, higher-order constructs, mediation/moderation analysis, and validation techniques (AVE, CR, HTMT).

Research Guidance:
Understanding research design, formulating hypotheses, structuring a thesis, interpreting outputs, reporting results in APA style, and preparing manuscripts for conferences or journals.

Informations supplémentaires

download SPSS or AMOS

Lieu

En ligne depuis Bahreïn

Age

Adultes (18-64 ans)

Niveau du Cours

Débutant

Intermédiaire

Avancé

Durée

60 minutes

Enseigné en

arabe

anglais

Compétences

Analyse numérique

Disponibilité semaine type

(GMT -05:00)

New York

Cours par webcam

Mon

Tue

Wed

Thu

Fri

Sat

Sun

00-04

04-08

08-12

12-16

16-20

20-24

Adobe software package (Photoshop, Illustrator, InDesign, Motion graphic)

65.42 C$ /h

This course introduces students to the Adobe Creative Cloud package, focusing on industry-standard tools used in graphic design, multimedia production, and visual communication. Through a hands-on, project-based approach, students will gain foundational skills in Adobe Photoshop, Illustrator, and InDesign while exploring how these applications integrate to support professional design workflows.

Students will learn to:

Use Adobe Photoshop for image editing, photo manipulation, and digital compositing.

Apply Adobe Illustrator for creating vector-based graphics, logos, and illustrations.

Design and publish layouts in Adobe InDesign, such as posters, brochures, and magazines.

Understand file formats, color modes (RGB/CMYK), typography, and prepress requirements.

Develop creative projects that combine multiple applications, simulating real-world design tasks.

Yassine

4.75

(4)

I offer mathematics lessons suitable for all levels and ages, up to baccalaureate level. I offer different types of courses:
- Regular lessons to maintain a constant level of competence.
- "Intense" courses over a period of a few days or weeks, during which we will work for several hours in a row in order to prepare for an exam or a specific project.
- Preparatory courses to help students make the transition to higher education.

My main objective is to help and accompany the student by offering theoretical courses, as well as practical exercises to apply the theory that we have studied together. I place great importance on concrete examples, because theoretical mathematics can seem abstract to many people.

I can also provide support to students who carry out studies or data analyzes as part of their written work.

Julien

4.75

(4)

Dear researchers, dear analysts,

As you are well aware, statistics is a powerful tool.
When used appropriately, it allows us to characterize complex systems such as human populations or neural networks.

I hold a Ph.D. in physics from the University of Geneva. And previously, during my master's thesis, I conducted ab-initio calculations within a computational physics research group at EPFL (Swiss Federal Institute of Technology).

Just like you, I understand the time investment required for properly understanding and utilizing certain tools.
For those of you who recognize the importance of comprehending statistical techniques to conduct rigorous studies, you are right to seek guidance. So I am here to save you the time you need to focus on your work.

Please feel free to contact me without hesitation.
Sincerely,

Yas

4.75

(4)

As an engineer, I would like to help other students navigate the sometimes complex world of mathematics and physics. During my studies, I tutored for 6 years in secondary schools in the region of The Hague, Delft, Rotterdam and Antwerp. I try to go through the course material interactively with the student and link theoretical concepts as much as possible to examples from our daily lives in order to prepare and motivate the student.

So if you would like tutoring on one or more subjects in mathematics or physics, you can contact me.

Rachad

4.75

(4)

Hello,

Are you preparing for your Maths Baccalaureate and aiming for excellence?

As a high school teacher, I put my expertise at your service to help you take your results to the next level.

I offer math tutoring for high school seniors. 👌🏼

I guarantee you the following objectives:

★A perfect mastery of the basic concepts. 💯

★Allow students to overcome obstacles in order to obtain better grades in the final exam.💪🏼

★Allow parents a comprehensive report on their child’s situation.❤️

Mohamed

4.75

(4)

As a highly qualified maths teacher, a graduate of the college of teachers and with 11 years of teaching experience in public high schools, I am happy to offer tutoring lessons in mathematics at home for students from level T and Common Core Sciences, TC Technological, 1st Baccalaureate Experimental Sciences and final of all the sectors (SVT-PC-SC.Math-L), as well as for the classes of 2nd and 1st general, Terminale specialty of the French system, as well than the 5th, 4th and 3rd levels of college.

My primary objective is to help students improve their level, deepen their knowledge, assimilate their lessons, fill their gaps and improve their skills in the discipline of mathematics. In addition, I am perfectly able to support them in the preparation of their exams and competitions for access to the Grandes Ecoles, and to provide them with homework help so that they can succeed in this subject.

With my advanced math skills and knowledge, I am confident that I can provide my students with effective tools and techniques to help them progress. My goal is to give them confidence and help them develop a passion for mathematics, a subject that can seem daunting at first, but can be exciting and rewarding if taught in an interesting and fun way.

By choosing my tutoring courses in mathematics, students can expect to receive individual attention and personalized help to overcome their difficulties and achieve their goals. My teaching approach is interactive and student-centered, which allows for a deeper understanding of mathematical concepts and a more practical application of acquired knowledge.

In summary, I am confident in my skills as a math teacher to help students of all levels progress and succeed in this demanding subject. I am convinced that my dynamic and stimulating teaching methods will help my students achieve their math goals and build a confidence that will follow them throughout their lives.

Mohamed

4.75

(4)

As a first grade mathematics teacher graduated from the higher school of teachers and having taught for 11 years in public high school, I offer tutoring lessons in mathematics at home for middle and high school students of levels T and Common Core Sciences , Technological TC, 1st Baccalaureate in Experimental and Terminal Sciences of all sectors (SVT-PC-SC.Math-L), as well as for the 2nd and 1st general classes Terminale specialty of the French system, and the 5th, 4th and 3rd levels from college.

My goal is to help students improve their level, deepen their knowledge, assimilate their lessons, fill their gaps and improve. I am also able to support them in the preparation of their exams and entrance exams to the Grandes Ecoles, as well as providing them with homework help.

I am convinced that I have the qualities required to allow my students to progress and perhaps even give them a taste for this subject.

Vous avez des données mais ne savez pas comment les exploiter ? Vous souhaitez prendre des décisions basées sur des faits concrets ? Ou vous êtes étudiant·e et voulez maîtriser les outils de l'analyse moderne ?
Ce cours est fait pour vous.

👨‍🏫 À propos du formateur :
Je suis Data Scientist et Ingénieur en Mathématiques Appliquées, diplômé de l’Université Cheikh Anta Diop (UCAD). Mon expertise repose sur une solide base en Mathématiques, Statistiques, Machine Learning et Visualisation de données. J’allie rigueur scientifique et outils modernes pour transformer des données brutes en décisions stratégiques.

🧠 Objectifs du cours :
Comprendre et manipuler les données (exploration, nettoyage, visualisation)

- Identifier les variables importantes et repérer les anomalies

- Appliquer les méthodes statistiques et Machine Learning pour extraire de la valeur

- Construire des tableaux de bord clairs et parlants pour la prise de décision

- Adapter les analyses aux besoins réels d’une entreprise ou d’un projet académique

🧰 Contenu détaillé :
1. Introduction à l’analyse de données

- Qu’est-ce que l’analyse de données ?

- Typologie des données (quantitatives, qualitatives)

- Méthodologie globale

2. Préparation des données

- Nettoyage (valeurs manquantes, doublons, outliers)

- Encodage des variables catégorielles

- Normalisation et transformation

3. Visualisation et exploration

- Graphiques de distribution, de corrélation, de tendance

- Tableaux croisés, heatmaps, boxplots

- Détection de patterns et d’anomalies

4. Statistique descriptive et inférentielle

- Moyenne, Médiane, Ecart-type, Corrélation

- Tests statistiques : Khi2, t de Student, ANOVA

5. Modélisation prédictive (ML supervisé)

- Régression linéaire/logistique

- Arbre de décision, Random forest, KNN, SVM

- Évaluation : accuracy, recall, precision, F1-score, AUC

6. Segmentation et classification non supervisée

- Clustering (K-means, DBSCAN, hiérarchique)

- Réduction de dimension (ACP/PCA)

7. Projets réels (au choix)

- Analyse des ventes / Churn client / Scoring de crédit / Santé publique

- Ou projet personnalisé à vos propres données

💻 Outils utilisés :

- Python (Pandas, Matplotlib, Scikit-learn, Seaborn)

- ou R (selon la préférence)

- Excel, Power BI/Tableau (pour la visualisation avancée)

Soufiane

4.75

(4)

Hello to post-baccalaureate students (L1/L2/L3 maths/computer science, BUT, preparatory classes, engineering schools, career change)!

My name is Soufiane, I have a master's degree in Data Science & AI.

I offer 100% practical courses in university mathematics:
- Linear algebra (vectors, matrices, eigenvalues, diagonalization)
- Analysis (sequences, continuity, differentiation, integrals, series)
- Probability (random variables, distributions, expected value, limit theorems)
- Statistics (hypothesis testing, regressions, ANOVA, confidence intervals)
- Differential and integral calculus (differential equations, functions of several variables)
- Optimization (linear, convex, Lagrange, gradient)
- Discrete mathematics (graphs, combinatorics, logic)
- Mathematical modeling (dynamic systems, simulations)
- Applied projects (Python/Matlab/R to validate concepts) Levels: L1/L2/L3 maths, computer science, economics and management
BUT, MP/PC/PSI preparatory classes, ATS, Engineering schools (INSA, Centrale, ENSIIE, etc.), Career change / continuing education

Why me ?
Diagnostic to target gaps & objectives.
100% interactive courses: demonstrations, solved exercises, multiple-choice questions, digital practicals.
Professional resources: theorem sheets, summaries, exam-style exercises, PDF answer keys.
Flexible hours: evenings, weekends, holidays.
At home (Cergy, Pontoise, Sarcelles – free within 15 km) or Zoom + virtual whiteboard
Invoices issued.

Limited places available (max 8 students).
Respond quickly! See you soon to master math and ace your exams!

Khaoula

4.75

(4)

Je propose des cours de soutien en mathématiques adaptés au niveau et aux objectifs de chaque élève.
Doctorante en première année en mathématiques, je mets mes connaissances et mon expérience pédagogique au service de votre réussite. Les séances peuvent inclure :
Explications détaillées du cours
Aide aux devoirs et exercices
Préparation aux contrôles, examens, concours ou rattrapages
Approfondissement pour les élèves souhaitant aller plus loin
Ma méthode se base sur la clarté, la patience et l’adaptation au rythme de chaque étudiant afin de renforcer la compréhension et la confiance.

Raouf

4.75

(4)

As an experienced mathematics teacher, I offer online private tutoring for high school and university students in Belgium. My courses cover the entire Belgian curriculum, from secondary school through the first years of university in science, economics, or engineering.
- For high school students: strengthening of the basics in algebra, geometry and analysis, homework help, preparation for official exams (Higher Secondary Education Certificate, specific tests).
- For students: advanced university mathematics with a focus on analysis, linear algebra and numerical methods.
My teaching methods are adapted to the online format, with clear explanations, interactive exercises, and personalized support to ensure progress. The first session is for a precise assessment of your needs.
Key points
- Flexible courses (1 to 2 hours per session) via videoconference using Zoom or Teams.
- Use of digital tools to facilitate understanding (interactive whiteboards, screen sharing).
- Direct application to Belgian programs and requirements of school and university examinations.

Manal

4.75

(4)

Vous êtes en Terminale, en prépa, en BUT, en Licence ou dans une formation où les mathématiques jouent un rôle clé ? Vous souhaitez renforcer vos bases, gagner en confiance, ou réussir vos examens et concours ?

Je propose des cours de mathématiques en ligne, entièrement personnalisés et spécialement adaptés aux niveaux avancés (Terminale → post-bac).

Fort de plus de 6 ans d’expérience en accompagnement, d’un parcours en Classe Prépa MPSI–MP et d’une formation en école d’ingénieur, j’explique les notions de manière claire, structurée et adaptée à chaque élève, même pour les chapitres les plus exigeants.

Mes cours sont interactifs, orientés vers :

la compréhension profonde des concepts,

la résolution d’exercices types et difficiles,

la méthodologie indispensable pour réussir les évaluations, partiels ou concours.

✔️ Avantages :

Explications adaptées aux exigences du niveau Terminale et supérieur

Flexibilité des horaires

Suivi personnalisé avec progression garantie

Aide aux DM, DS, révisions, examens, concours, et à la préparation du Bac de maths

🎯 Mon objectif : vous faire progresser efficacement et vous donner les outils pour exceller en mathématiques, quel que soit votre niveau actuel.

Tanguy

4.75

(4)

🎓 Qui suis-je ?
Je m’appelle Tanguy, doctorant en mathématiques à l’ENS Lyon, spécialisé en probabilités. Diplômé de l’ENS Paris-Saclay (prix de la recherche 2025), je combine aujourd’hui mes deux passions : enseigner et faire de la recherche.

📚 Mon expérience
Ancien colleur en classes préparatoires (PCSI, PSI, PSI*, PT*) aux lycées Raspail et Saint-Louis. Plusieurs années de tutorat individuel avec suivi régulier et personnalisé
Très bonne connaissance du système scolaire et universitaire français et suisse, ainsi que des examens et concours scientifiques (admissions aux écoles polytechniques, Gymnases et universités suisses)

🔎 Exemple concret
J’ai accompagné une étudiante en Bachelor de mathématiques : partie d’une moyenne de 11/20, elle a terminé son année avec 17/20 grâce à un suivi méthodique et une meilleure compréhension des notions abstraites.

🧠 Ma méthode
Approche personnalisée adaptée à chaque étudiant
Compréhension intuitive du cours (schémas, exemples concrets)
Exercices ciblés (classiques, approfondis, type concours ou examens universitaires suisses)

🎯 Mon objectif
Faire progresser avec exigence, mais toujours dans un climat positif et motivant.

💻 Organisation
Cours en ligne uniquement (tablette + stylet pour une écriture claire et interactive)
Suivi 7j/7 entre les séances (questions de cours, aide méthodologique, révisions)
Adapté aux élèves de Gymnase, Maturité gymnasiale, Bachelor, Master.

📞 Me contacter
Disponible pour toute question ou pour échanger sur vos objectifs

Salma

4.75

(4)

Ce cours d’analyse mathématique s’adresse aux élèves du secondaire et aux étudiants en début de parcours universitaire souhaitant mieux comprendre les notions fondamentales de l’analyse et réussir leurs examens.

Nous travaillerons notamment sur :
• limites et continuité
• dérivation et applications
• intégration
• étude de fonctions
• méthodes de résolution d’exercices

Amine

4.75

(4)

◾ Tools

RStudio • SQL • SPSS • SAS • Jamovi • JASP

◾ Statistical Methods & Tests

Student's t-test • ANOVA • MANOVA • ANCOVA • Regression (linear & logistic) • Correlation • Chi-square • Nonparametric tests • PCA • MCA • Exploratory factor analysis • Classification / Clustering • Mediation • Moderation • Interpretation

◾ Data analysis & decision support

- Data preparation, structuring and validation using SAS, R and SQL
- Descriptive, exploratory and multivariate statistical analyses on business data
- Production of performance indicators and actionable analyses to support decision-making

◾ Selection and implementation of methods

- Preparation and structuring of databases
- Hypothesis testing and univariate, bivariate and multivariate analyses (ANOVA / ANCOVA)
- Linear and logistic regressions
- Factor analyses (PCA / MCA)
- Mediation and moderation models
- Classification / clustering

1) Academic support

- Lectures, tutorials, projects and assignments in statistics
- Help in understanding and interpreting the results
- Preparation for exams and academic presentations

2) Statistical analysis

- Descriptive statistics (univariate and bivariate)
- Multivariate analyses
- Data exploration and outlier detection

3) Statistical tests

- Correlations (Pearson, Spearman, Cohen's Kappa)
- t-tests (one and two samples, independent or paired)
- Chi-square, binomial tests
- z-scores and associated indicators

4) Statistical modeling

- Linear regressions (simple and multiple)
- Logistic regression
- Interpretation of coefficients, diagnostics and validation of models

5) ANOVA & ANCOVA

- One- or multi-factor ANOVA
- Repeated measures ANOVA
- Fixed and random effects
- Post-hoc tests and effect sizes

6) Factor analyses

- ACP / PCA (scree plot, factor scores, matrices)
- Exploratory factor analysis
- Factorial rotations
- Validation and interpretation of structures and clusters

◾ Reporting & communication

- Clear, structured and concise reporting of results
- Visualizations tailored to decision-makers
- Support for strategic and operational decision-making