Rigorous trainer selection
Each trainer is validated on three criteria: hands-on field expertise, proven pedagogy and alignment with your industry.
- Triple validation: technical, pedagogical, sectoral.
- Minimum rating 4.8/5 over the last 12 sessions.
Training R Advanced - Master Complex Data Analysis
Trusted by — schools, companies and industrial groups
25,805 programs · 25 countries
Every program built with a dedicated engineer
Companies: Aptar, ArcelorMittal, Equans, EDF, Ubisoft and Microsoft.
R Advanced training objectives
- Master the tidyverse for manipulating massive datasets
- Create advanced visualizations with ggplot2 and ggplots
- Perform multivariate analyses and statistical modeling
- Automate data pipelines with purrr and furrr
- Optimize performance with data.table and parallelization
- Develop reproducible scripts and R Markdown reports
R Advanced curriculum: 3 modules over 3 days
Module 1 : Advanced Data Manipulation: tidyverse, dplyr, tidyr (cleaning, transformation, joins)
Dive into the tidyverse to transform complex datasets, clean real data from Kaggle with dplyr and tidyr, perform advanced joins on concrete business cases, create custom pipelines through interactive exercises, produce your first optimized tibbles and export them to CSV or RDS, all while gaining speed and precision for smooth analyses.
Module 2 : Visualization and Statistics: ggplot2, corrplots (graphs, advanced tests)
Create impactful dashboards with ggplot2 on multivariate datasets, explore correlations via corrplots and heatmaps, perform ANOVA tests and multiple regressions on marketing case studies, customize themes and facets during practical exercises, generate publication-ready graphics, boost your data storytelling for irresistible presentations.
Module 3 : Modeling and Automation: lm/glm, purrr, R Markdown (models, scripts, reports)
Develop linear and generalized models with lm/glm on real data, automate with purrr for parallel loops, integrate everything into interactive R Markdown reports, optimize with data.table on large volumes, test on final projects like sales predictions, leave with ready-to-use scripts and a concrete portfolio to impress recruiters.
How R Advanced skills are assessed
- Daily technical quiz
- Final project on real dataset
- Pre/post competency self-assessment
How the R Advanced course is taught
- 70% practical exercises
- Business case studies
- Individual code support
R Advanced training: access and practical arrangements
The Training R Advanced - Master Complex Data Analysis program is delivered onsite or remote (blended-learning, virtual classroom, remote presence). At Learni, an industry-certified training organization, every program is built to maximize skills acquisition regardless of the chosen format.
The trainer alternates between demonstrative, interrogative and active methods (through hands-on labs and/or scenarios). This pedagogical approach guarantees concrete learning that's immediately applicable at work.
Equipment required
For the smooth delivery of the Training R Advanced - Master Complex Data Analysis program, the following equipment is required:
- Mac or PC computers, high-speed fiber internet, whiteboard or flipchart, projector or interactive touch screen (for remote sessions)
- Training environments installed on workstations or accessible online
- Course materials, hands-on exercises and complementary resources
- Post-training access to materials and educational resources
For intra-company training on a site outside Learni, the client commits to providing all required teaching materials (computers, internet, etc.) for the smooth delivery of the program in line with the prerequisites in the communicated program.
* contact us for remote delivery feasibility** ratio varies depending on the program
Skills assessment methods
Assessment of skills acquired during the Training R Advanced - Master Complex Data Analysis program is performed through:
- During training: case studies, hands-on labs and professional scenarios
- End of training: self-assessment questionnaire and skills evaluation by the trainer
- After training: completion certificate detailing acquired skills
Program accessibility
Learni is committed to making its programs accessible. All our programs are accessible to people with disabilities. Our teams are available to adapt the pedagogical methods to your specific needs. Please contact us for any adjustment request.
Enrollment terms and lead times
Registration is possible up to 48 business hours before the start of training. All our programs are built for corporate L&D budgets and delivered onsite or remotely.
The Learni story
Founded by engineers and learning experts, Learni's mission is to make high-impact tech training accessible to teams everywhere. We work remotely with organizations across the US and Canada, in your time zone, to help teams upskill fast.
Our method
How Learni guarantees the quality of your R Advanced training
Before, during, after: we frame the brief, introduce the trainer, tailor the content and measure impact. You stay in control from kickoff to wrap-up.
You meet the trainer beforehand
30-minute video call between you and the selected trainer to validate the fit, adjust content and clear any final doubts.
- Live briefing on goals and team context.
- Veto right — we swap the trainer for free if needed.
Content tailored to your context
No recycled slides. The syllabus is reworked from your real cases: tools, constraints, vocabulary, ongoing projects.
- Hands-on cases drawn from your stack and projects.
- Program co-written then validated by your team.
Continuous quality follow-up
Live evaluations, 30/90/180-day check-ins and a consolidation plan. If the impact misses the mark, we rework it.
- NPS, knowledge quizzes and skills self-assessment.
- Satisfaction guarantee: fully satisfied or free rework.
A simple promise: you don't pay to discover the trainer on day one. Everything is validated upfront, by you.
Our social commitment
A school kit donated to a child for every training booked
To fight inequalities in access to education, Learni donates a complete school kit to a child in need for every training booked. You build your skills, a child heads back to school.
- Backpack, notebooks and essential supplies
- Distributed through our partner charities
- Included, at no extra cost to you
FAQ
R Advanced: frequently asked questions
Which tools are used in R Advanced training?+
Hands-on work runs on cleaning, transformation, joins, graphs, advanced tests and models. Those tools come from the R Advanced program itself, delivered on site over 3 days, so participants practise on the stack they will use at work.
What can participants do after R Advanced training?+
They can master the tidyverse for manipulating massive datasets, create advanced visualizations with ggplot2 and ggplots and perform multivariate analyses and statistical modeling. Those are the stated objectives of the R Advanced program at Advanced level, checked by the end-of-session assessment.
What does the R Advanced program cover, day by day?+
Day 1: Advanced Data Manipulation: tidyverse, dplyr, tidyr (cleaning, transformation, joins). Day 2: Visualization and Statistics: ggplot2, corrplots (graphs, advanced tests). Day 3: Modeling and Automation: lm/glm, purrr, R Markdown (models, scripts, reports). The R Advanced program runs over 3 days, delivered on site.
How is R Advanced training assessed?+
Assessment relies on daily technical quiz, final project on real dataset and pre/post competency self-assessment. Learni issues a completion certificate together with the individual assessment report at the end of the R Advanced program, which an L&D team can file as evidence.
How much does R Advanced training cost per participant?+
R Advanced training costs $3,465 per participant. For an in-company team, the flat rate starts at $6,290 for the whole group, up to 8 people. The detailed quote, sent within one business day, adjusts the amount to the format and how far the syllabus is tailored to your team.
How long does R Advanced training take?+
3 days, available live online (US time zones) or on-site at your offices. Half-day tracks spread over several weeks are possible so the team stays operational.
Who pays for R Advanced training?+
Most US teams pay directly through their company L&D or training budget. Learni invoices in US dollars and accepts bank transfer (ACH/wire) or card, with volume pricing for teams. A purchase order is welcome.
What do participants need to know before R Advanced training?+
Mastery of R basics (syntax, data.frames, functions), knowledge of descriptive and inferential statistics.
Is a certificate issued after R Advanced training?+
Yes. A Learni completion certificate is issued, along with the individual evaluation report. Learni is a certified training provider and prepares for third-party certifications, but does not award them itself.
Your professional training, anywhere
Let's build your R Advanced learning path.
30 minutes with a learning advisor. No commitment. No sales pitch dressed up as a demo.
Reply within 24h · Vetted experts · USD invoicing · W-9 available
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