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.
BFR Training - Optimizing Treasury through Data Science
Trusted by — schools, companies and industrial groups
40,860 programs · 25 countries
Every program built with a dedicated engineer
Companies: Aptar, ArcelorMittal, Equans, EDF, Ubisoft and Microsoft.
BFR training objectives
- Master advanced BFR calculation through statistical modelling in a business context
- Develop professional skills in BFR prediction with Scikit-learn
- Implement predictive BFR analyses in certified training
- Optimize company treasury using R scripts applied to BFR
- Design data dashboards for real-time BFR monitoring
- Deploy ML models to anticipate BFR variations
- Acquire data science skills tailored to professional needs
BFR curriculum: 5 modules over 5 days
Module 1 : BFR Fundamentals: Statistical Diagnosis and Data Tools (Scikit-learn Intro)
Discover the key components of BFR through descriptive analyses in Python, calculate financial ratios on real company datasets, identify treasury optimization levers with Pandas and visualize trends via Matplotlib, perform practical exercises on concrete SME cases, produce an initial BFR diagnosis report ready for immediate use in the company.
Module 2 : BFR Modelling: Linear Regressions and Advanced Stats (R Focus)
Dive into multiple regressions to model BFR, use R to clean accounting data, test correlations between inventories, receivables and payment terms, apply statistical tests to validate models, simulate treasury impact scenarios via Monte Carlo, generate deliverables such as predictive graphs and reusable scripts for your professional team.
Module 3 : BFR Prediction: Machine Learning with Scikit-learn (Decision Trees)
Implement ML algorithms for BFR forecasting, train Random Forest models on financial histories via Scikit-learn, evaluate performance with RMSE metrics and cross-validation, optimize hyperparameters for increased accuracy, handle missing data from real ERPs, produce a deployable predictive prototype in business production.
Module 4 : Advanced BFR Analysis: Time Series and R (ARIMA, Prophet)
Explore temporal modelling of BFR with ARIMA in R, integrate Prophet for seasonal forecasts, analyze conjunctural impacts on working capital, combine external data such as interest rates, validate models on industrial case studies, develop interactive dashboards with Shiny for daily BFR monitoring in the company.
Module 5 : BFR Optimization: Data Deployment and Real Cases (Scikit-learn & R Integrated)
Deploy complete BFR pipelines in production, integrate Scikit-learn and R via APIs, simulate treasury optimizations on 10% BFR reduction, test model robustness against market volatility, finalize personal project with executive report and source code, prepare certification of data science skills applied to professional BFR.
How BFR skills are assessed
- Practical quizzes and daily challenges on BFR modelling
- Final BFR prediction project with Scikit-learn and R
- Certified evaluation by jury on real business case
How the BFR course is taught
- Hands-on projects based on authentic financial datasets
- Coded exercises in Scikit-learn and R with immediate feedback
- Case studies of companies that optimized their BFR via data
- Collaborative learning in small groups of max 10
BFR training: access and practical arrangements
The BFR Training - Optimizing Treasury through Data Science 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 BFR Training - Optimizing Treasury through Data Science 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 BFR Training - Optimizing Treasury through Data Science 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 BFR 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
BFR: frequently asked questions
Which tools are used in BFR Training training?+
Hands-on work runs on scikit-learn Intro, r Focus, decision Trees, ARIMA, prophet and scikit-learn & R Integrated. Those tools come from the BFR Training program itself, delivered on site over 5 days, so participants practise on the stack they will use at work.
What can participants do after BFR Training training?+
They can master advanced BFR calculation through statistical modelling in a business context, develop professional skills in BFR prediction with Scikit-learn and implement predictive BFR analyses in certified training. Those are the stated objectives of the BFR Training program at Intermediate level, checked by the end-of-session assessment.
What does the BFR Training program cover, day by day?+
Day 1: BFR Fundamentals: Statistical Diagnosis and Data Tools (Scikit-learn Intro). Day 2: BFR Modelling: Linear Regressions and Advanced Stats (R Focus). Day 3: BFR Prediction: Machine Learning with Scikit-learn (Decision Trees). Day 4: Advanced BFR Analysis: Time Series and R (ARIMA, Prophet). Day 5: BFR Optimization: Data Deployment and Real Cases (Scikit-learn & R Integrated). The BFR Training program runs over 5 days, delivered on site.
How is BFR Training training assessed?+
Assessment relies on practical quizzes and daily challenges on BFR modelling, final BFR prediction project with Scikit-learn and R and certified evaluation by jury on real business case. Learni issues a completion certificate together with the individual assessment report at the end of the BFR Training program, which an L&D team can file as evidence.
How much does BFR Training training cost per participant?+
BFR Training training costs $5,775 per participant. For an in-company team, the flat rate starts at $10,395 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 BFR Training training take?+
5 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 BFR Training 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 BFR Training training?+
Basics in descriptive statistics, knowledge of Python or R, elementary accounting and financial management knowledge.
Is a certificate issued after BFR Training 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.
Does Learni provide the equipment for BFR Training training?+
No. A computer and a stable internet connection are required for each participant. Learni provides the learning platform, the trainer and all course materials.
Your professional training, anywhere
Let's build your BFR learning path.
30 minutes with a learning advisor. No commitment. No sales pitch dressed up as a demo.
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