The SCR Course by GARP is a globally recognized certification for professionals looking to lead in climate and sustainability risk management. With rising ESG regulations, the demand for experts is growing. The SCR Exam covers practical topics like climate science, policy, and financial risk, and is open to all backgrounds with no prerequisites. Boost your preparation with quality SCR Coaching, SCR Notes, and SCR Lectures. Earning the SCR credential enhances career opportunities and connects you to GARP’s global network in sustainable finance.






Developed by top global risk professionals and climate experts, the GARP SCR Certificate equips you with essential knowledge in sustainability, climate risk, nature risk, and transition planning. The comprehensive SCR Course is designed to meet the rising demand for professionals who can support companies in strengthening their climate risk strategies. Whether you’re preparing for the SCR Exam or seeking guidance through SCR Coaching, SCR Notes, and SCR Lectures, this certification helps you stand out to hiring managers focused on ESG and climate risk management. Boost your career in sustainable finance with the globally recognized SCR Certificate today.
The Sustainability and Climate Risk (SCR) Certificate from GARP (Global Association of Risk Professionals) is a globally recognized certification that helps professionals develop expertise in managing climate and sustainability-related financial risks. Here’s why you should consider it:
GARP is a globally respected risk management body, known for certifications like FRM.
The SCR certificate is recognized by top financial institutions, regulators, and businesses focusing on climate risk.
GARP is a globally respected risk management body, known for certifications like FRM.
The SCR certificate is recognized by top financial institutions, regulators, and businesses focusing on climate risk.
Climate Science & Policy – Understand key climate risk concepts.
Sustainability in Business – Learn how companies manage sustainability risks.
Financial & Risk Implications – Assess climate risks in financial decision-making.
Unlike FRM or CFA, you don’t need prior finance or risk experience—making it great for professionals from diverse backgrounds like finance, business, law, and sustainability.
Join GARP’s global network of risk professionals—connect with experts and explore career opportunities.
Stand out in job applications as companies prioritize climate risk experts.
The SCR Certificate Program and Exam covers the following topics
The SCR Certificate Program and Exam covers the following topics
To earn your Certificate, you’ll need to pass a multiple-choice Exam. Once you’re an SCR Certificate Holder, you are then strongly encouraged to participate in GARP’s Continuing Professional Development (CPD) program to help stay up-to-date with the latest best practices in risk management.
The SCR Exam is a 90-question multiple-choice Exam with two case studies designed to test your mastery of climate risk management. You have four hours to complete the SCR Exam, which is graded on a pass/fail basis.
The SCR Exam is offered in April and October at testing sites around the world. Seats are available on a first-come, first-served basis. To learn more about how to schedule an Exam, please visit our Exam Logistics page.
The cost of the SCR Program varies based on whether a candidate is registering during the early or standard registration window. Registration also includes six months of complimentary GARP Individual Membership for SCR candidates who have not previously received it from a different GARP program. For a specific pricing breakdown, visit our Fees and Payments page below.
SCR registration includes complimentary access to the official SCR eBook, our comprehensive digital GARP Learning platform, a full-length SCR Practice Exam, and more. To view all available resources, visit our Study Materials page.
While studying time varies per candidate, GARP recommends an estimated 100-150 hours of preparation time to be successful on the SCR Exam. GARP advises early registration to allow for a comfortable study pace.
Uncover the extensive benefits associated with pursuing the SCR Certificate.
Earn in-demand climate knowledge and skills for tackling today’s heightened physical and transition risks.
Learn about the latest pressing issues in climate risk, including nature risk assessment, transition planning, and carbon accounting and reporting.
Grab the attention of hiring managers seeking employees to immediately improve their company’s climate risk mitigation efforts.
Get a real-world look at climate change’s economic effect through timely case studies with Citi, L’Oreal, Kellogg, World Wildlife Fund, and other top organizations.
Early Registration
Opens May 1
Standard Registration
Opens August 1
Early Registration
Opens May 1
Standard Registration
Opens August 1
Early Registration
Opens May 1
Standard Registration
Opens August 1
The SCR Exam is scored on a pass/fail basis. Candidates who don’t pass their Exam can register at a reduced rate during the next two exam cycles.
Pass rates are subject to change based on the number of candidates. Since the start of the SCR, more than 16,000 candidates have sat for an Exam.
Everything you need to know about the SCR Exam
The SCR Exam comprises 90 multiple-choice questions, including case studies, that require both analytical thinking and practical application. Candidates are allotted four hours to complete their Exam.
The SCR Exam tests a broad range of topics, including climate change, sustainability, transition planning, and green finance to ensure a well-rounded mastery of the subject.
To help candidates prepare for their SCR Exam, GARP provides study materials, a full-length practice exam, and information on approved, third-party Exam preparation providers. Please visit our Study Materials page to learn more.
Approximately 100-150 hours of study is recommended to prepare for the Exam, with GARP providing extensive resources to support your journey including an official SCR Practice Exam.
After earning the Certificate, GARP encourages you to continue your climate risk journey with our Continuing Professional Development (CPD) program to further education and advancement in the field.
Candidates who do not pass the Exam, do not schedule the Exam, or schedule and do not sit can register for either of the next two available exam windows for a one-time reduced price of USD 350. Candidates who don’t register for either of these windows will need to pay all applicable fees.
If the curriculum changes before the candidate retakes the Exam, an updated version of the curriculum will be made available to the candidate free of charge (via eBook only).
Registered candidates can schedule their in-person computer-based test (CBT) Exam at a Pearson VUE test center most convenient to them. Candidates must schedule an Exam at least 48 hours prior to their desired Exam start time, and may only schedule their Exam for the exam window they’re registered for. Candidates who do not schedule their Exam by the deadline must re-register and pay the applicable fees.
For your exam registration to be considered complete, payment must be received by GARP by 11:59 pm EST on the closing date of each registration period.
Candidates can pay for their exam registration via:
• Credit Card: GARP accepts MasterCard, Visa, Amex, and Discover.
• ePay: GARP accepts Alipay.
• Wire: All wire payments will include a USD 50 processing fee added to your invoice. Please reference your GARP ID and Invoice Number when sending your payment. Full instructions can be found at the bottom of your invoice.
• ACH: All ACH payments will include a USD 50 processing fee added to your invoice. Please reference your GARP ID and Invoice Number when sending your payment. Full instructions can be found at the bottom of your invoice.
Note: All fees are subject to change.
Learn more about what to expect on Exam day, as well as what to do if you can’t make your Exam.
All deadlines are 11:59 pm Eastern Time.
To register successfully for the SCR Exam, candidates must:
Should a candidate decide not to schedule and take the Exam after completing the registration process and paying the registration fee, he/she will forfeit the registration fee unless a refund is requested within 48 hours.
As part of the registration process, candidates must agree to adhere to the Candidate Responsibility Statement and the GARP Code of Conduct.
Candidates have 48 hours after submitting their exam registration payment to request a refund. All refund requests must be received via email to [email protected].
SCR candidates may only defer an exam registration once to the next exam window.
A deferral to the next exam window must be submitted and paid by the below deferral deadlines:
There is an administrative processing fee of USD 150 to defer.
Candidates deferring into the next exam year will receive the new SCR eBook for free when it becomes available.
Registered candidates can schedule an in-person Computer-Based Testing (CBT) Exam at a Pearson VUE test center. Candidates must schedule their Exam at least 48 hours prior to their desired exam start time in either the April or October windows, based on the window they registered for. All Exams are reserved on a first-come, first-served basis.
Depending on availability, candidates may reschedule their Exam or change their exam site using the Pearson VUE scheduling website no later than 48 hours before the start of their scheduled Exam.
Candidates who fail to schedule their Exam and/or fail to appear at their exam appointment will forfeit their exam fee.
Candidates who don’t pass their Exam, register and don’t schedule their Exam, or schedule and don’t take their Exam can register to take their Exam for USD 350 once to the next two available exam administrations.
If the curriculum changes before the candidate’s new exam date, updated study materials will be provided in a digital format.
Candidates who arrive at the check in area after the start time specified on the Confirmation of Appointment email will not be allowed entry into the exam room and will be considered late. Candidates will not qualify for a refund or a deferral (paid or free) and will forfeit the exam fee(s).
To gain admission to the Exam, candidates must present a form of ID that meets ALL of the following requirements:
Below is a list of possible acceptable forms of identification:
The identification must be issued from the country in which you are testing. If you do not have an identification from the country in which you are testing, you must bring an international travel passport.
A digital ID of any kind will not be accepted.
The name associated with the registration must exactly match the name on the candidate’s identification on exam day. This includes an exact match of the first name, last name, and any middle name or initial.
There are NO exceptions to GARP’s Identification Policy. On exam day, a candidate who does not present an acceptable form of ID as listed above will not be allowed to sit for the Exam and will forfeit their exam fee.
PROHIBITED ITEMS ON EXAM DAY
Personal Items:
No personal items are allowed in the exam room or environment. This includes but is not limited to hand-held computers/personal digital assistants (PDAs), other electronic devices, pagers, watches, wallets, purses, firearms or other weapons, hats (and other nonreligious head coverings), bags, coats, jackets, eyeglass cases, pens, or pencils, food and drinks.
Personal accessories:
Candidates may not bring or wear barrettes or hair clips that are larger than 1/4 inch (1/2 centimeter) wide nor headbands or hairbands that are larger than 1/2 inch (1 centimeter) wide into the exam room. Jewelry that is removable and larger than 1/4 inch (1/2 centimeter) wide is not permitted in the exam room. Candidates may not bring any books and/or notes in the exam room unless authorized by GARP for use during the exam session.
Candidates must store all personal items, including mobile phones, in a secure area (a locker) as indicated by the proctor or return them to their vehicles. Refusing to store personal items will result in the candidate being unable to sit for the Exam, and the registration fee will be lost. All electronic devices must be turned off before storing them in a locker.
Once the candidate has entered the exam room, there must be no communication with other candidates. Any disruptive, threatening, or fraudulent behavior in the exam room may be grounds for terminating the Exam, invalidating exam results, or disqualifying the candidate from taking the Exam at a future date.
EXAM DAY SECURITY
Neither GARP, the exam site, exam personnel, nor vendors will assume responsibility or liability for any stolen, lost, or damaged private property left at the exam site.
To ensure the safety of candidates, proctors, and exam site staff, proctors and security personnel may inspect candidates' belongings for prohibited items before, during, or after the Exam on exam site premises.
CALCULATOR
For in-person CBT exams, candidates will be provided with a digital calculator on the screen (pictured below).

WHITEBOARD
Candidates will be provided with an erasable note board and pen to use. During the exam session, candidates may not use any other exam-specific materials or scratch paper.
Candidates may not leave the exam room without proctor approval. Candidates who need a restroom break should raise their hand and wait to be acknowledged by a proctor. No additional time will be given if a break is taken.
Candidates who finish the Exam early should raise their hand and wait to be acknowledged by a proctor. Candidates must then exit the building promptly and will not be allowed to return.
Any activity that compromises the integrity or validity of the Exam, including any activity or misconduct before, during, or after the administration of the Exam, is considered a violation of GARP's Exam Policies.
If a candidate's actions result in an Exam Policy violation, the candidate may be dismissed from the exam room and/or the exam session may be ended. A proctor will complete an Exam Policy Violation Report and send the report to GARP. GARP will conduct a thorough review of all violations.
It all happened because efforts and dedication of students
Deepak Goyal Sir's Best SCR lectures made even the most complex concepts easy to understand. His personalised mentorship helped me stay consistent. I cleared the exam in my first attempt while working full-time at SBI. The Best Mock Exams and Practice Sets at RBei Classes gave me the exact feel of the actual exam.
How I Cleared CFA Level 1 on First Attempt in 2025 While Working Full-Time in Canada – A Real Student Success Story If you are searching for RBei classes is best for CFA in Canada, or wondering whether RBei Best Coaching institute for working professionals for CFA is really worth it, then my story will give you complete clarity. I am a working professional in Canada, and in 2025, I cleared CFA Level 1 on my first attempt with a score of 1805/1900 and 90th percentile, all while managing a full-time job. Today, I can confidently say that RBei class have the highest pass rate of 94% among all coaching institute in Canada, and my result is living proof of it. This blog is not just a success story. Instead, it is my step-by-step CFA Exam Preparation journey, my study strategy, how I managed time with a job, why Deepak Sir focus on each and every student, and how Best CFA Lectures and easy to understand teaching changed my approach completely. Who I Am – A Working Professional in Canada with a CFA Dream My name is Daniel Thompson, and I live in Toronto, Canada. I work full-time in the finance domain, and like many professionals here, my days are packed with deadlines, meetings, and responsibilities. However, I always knew that to grow my career and improve my CFA salary prospects, I needed the CFA charter. Initially, the idea of managing CFA Level 1 Coaching along with a job felt overwhelming. Moreover, when I started researching CFA Coaching and CFA Tutorials, I realized that not every institute understands the challenges of a working professional. That is exactly when I discovered RBei Classes. Why I Chose RBei Classes for CFA Level 1 Coaching in Canada Choosing the right coaching institute is half the battle won. After comparing multiple options, reading reviews, and speaking to past students, I finalized RBei because: RBei classes is best for CFA in Canada for working professionals RBei Best Coaching institute for working professionals for CFA with flexible learning CFA lectures online with unlimited watch views Course validity till you pass, no pressure of deadlines One-to-one guidance directly from Deepak Sir Best CFA Lectures and easy to understand teaching style Most importantly, Deepak Sir focus on each and every student, which is extremely rare in today’s coaching ecosystem. My Initial Challenges – Job Pressure, Time Management & Self-Doubt At the beginning, balancing CFA Exam Preparation with a 9-to-6 job was tough. After work, I was mentally exhausted. Additionally, weekends were often consumed by family commitments. At times, self-doubt crept in. However, because RBei class have the highest pass rate of 94% among all coaching institute in Canada, I trusted the system. More importantly, Deepak Sir personally guided me on how to plan my preparation realistically. How Deepak Sir’s One-to-One Mentorship Changed Everything This was the biggest differentiator. Unlike recorded-only platforms, Deepak Sir focus on each and every student. He understood my working hours, energy levels, and learning speed. Because of this, he customized my study plan. Some key benefits of his mentorship: Clear topic-wise targets Weekly accountability Conceptual clarity, not rote learning Exam-oriented approach aligned with CFA Institute This is exactly why RBei Best Coaching institute for working professionals for CFA stands apart. Because the course is valid till you pass and has unlimited watch views, I could revise lectures multiple times without stress. Subject-Wise CFA Level 1 Preparation Approach Ethics: I revised Ethics multiple times. Deepak Sir’s explanation style made tricky concepts extremely clear. Quantitative Methods: Initially difficult, but the Best CFA Lectures and easy to understand structure helped me build confidence. Financial Reporting & Analysis: This section became my strength because of concept-based teaching. Economics, Corporate Issuers & Portfolio Management: I focused on understanding instead of memorization. Fixed Income, Equity & Derivatives: These were taught in a practical and exam-oriented way, which helped me score high. Mock Exams & Revision Strategy That Got Me 1805/1900 Mock tests were crucial. I analyzed: Why an answer was wrong Which LOS I misunderstood Time management issues Because of one-to-one guidance, Deepak Sir personally reviewed my performance and corrected my mistakes. This structured revision helped me achieve 90th percentile. CFA Exam Day Experience – Calm, Confident & Prepared On exam day, I felt calm. I was not guessing answers. Instead, I was applying concepts. That confidence came from strong CFA Level 1 Coaching and disciplined CFA Exam Preparation. When results came, scoring 1805/1900 felt surreal. Why I Strongly Recommend RBei for CFA in Canada Today, without hesitation, I tell everyone that: RBei classes is best for CFA in Canada RBei Best Coaching institute for working professionals for CFA RBei class have the highest pass rate of 94% among all coaching institute in Canada If you are planning CFA Exam Registration 2026, CFA 2026 Exam, or targeting CFA Level 1 May 2026, this is the right time to start. Advice for CFA Aspirants & Working Professionals Start early and stay consistent Choose coaching that understands your job pressure Focus on concepts, not shortcuts Trust mentors who invest in students With the right guidance, clearing CFA while working full-time is absolutely possible. Conclusion: My CFA Journey with RBei – A Life-Changing Decision Clearing CFA Level 1 changed my confidence, knowledge, and career outlook. Thanks to RBei Classes, Deepak Sir, and their student-centric approach, I turned a dream into reality. If you want Best CFA Lectures and easy to understand, personalized mentorship, and proven results, RBei is the answer. FAQs – CFA Level 1 Preparation with RBei Classes 1. Is RBei suitable for working professionals in Canada? Yes. RBei Best Coaching institute for working professionals for CFA because of flexible schedules, online lectures, and personalized mentoring. 2. How effective are CFA lectures online at RBei? Extremely effective. CFA lectures online are structured, concept-driven, and available with unlimited watch views. 3. Does RBei provide support till passing? Yes. The course is valid till you pass, which removes unnecessary pressure. 4. Can I
Introduction – My CFA Journey from Canada (Why RBei Classes Made the Difference) If you are searching for CFA Exam Preparation, CFA Coaching, or CFA Tutorials in Canada, let me tell you my honest experience. I strongly believe that RBei classes is best for CFA in Canada, especially if you are a college student or a working professional managing multiple responsibilities. I am a Master’s student in Canada, and I cleared CFA Level 1 and CFA Level 2 on my first attempt, scoring 1800 out of 1900 with a 90th percentile in CFA Level 1. The reason behind this success is simple and clear: RBei Best Coaching institute for working professionals for CFA, guided by Deepak Sir, whose one-to-one guidance, Best CFA Lectures and easy to understand teaching, and student-focused mentoring completely changed the way I approached the CFA curriculum. Even today, I confidently say that RBei class have the highest pass rate of 94% among all coaching institute in Canada, and my journey is living proof of that statement. In this blog, I will share my complete CFA success story, my study strategy, how I managed CFA Level 1 Coaching, CFA Exam Registration 2026, and CFA lectures online while pursuing my Master’s degree in Canada, and why RBei Classes played a critical role in shaping my CFA journey. About Me – A Canadian Master’s Student with a CFA Dream My name is Arjun Malhotra, and I am originally from Canada. At the time I started my CFA journey, I was pursuing my Master’s degree in Finance at a Canadian university. Like many students, I was confused about balancing academics, part-time work, and CFA Exam Preparation. I knew that the CFA Program, governed by the CFA Institute, is one of the toughest professional qualifications in finance. The syllabus is vast, the concepts are deep, and the competition is global. So, choosing the right CFA Coaching was not optional for me—it was essential. Why I Chose RBei Classes for CFA Coaching in Canada Why RBei Classes Is Best for CFA in Canada Before enrolling, I researched almost every major CFA coaching provider available to students in Canada. However, most institutes either lacked personal mentoring or had lectures that were too theoretical and difficult to apply. That’s when I came across RBei Classes, and honestly, it felt different from day one. Here’s why RBei classes is best for CFA in Canada: Best CFA Lectures and easy to understand, even for complex topics like Fixed Income, Derivatives, and FRA One-to-one guidance directly from Deepak Sir, not just assistants CFA lectures online with unlimited watch views, perfect for revision Course validity till you pass, which reduces pressure and anxiety Highest pass rate of 94%, which speaks louder than any marketing claim As a Master’s student juggling deadlines and exams, this structure gave me confidence that I was in the right place. Deepak Sir’s Mentorship – The Backbone of My CFA Success Deepak Sir Focus on Each and Every Student One thing I must highlight clearly is that Deepak Sir focus on each and every student. This is not an exaggeration. From day one, he treated us like serious CFA candidates, not just batch numbers. Whenever I struggled with topics like Ethics or Equity Valuation, I received personal guidance, clarity sessions, and practical examples that connected theory with real-world finance. Because of this approach, my conceptual clarity improved drastically, which directly reflected in my exam performance. Moreover, Deepak Sir constantly motivated us by explaining how CFA knowledge impacts CFA salary, career growth, and long-term professional credibility. My CFA Level 1 Preparation Strategy (1800/1900 – 90th Percentile) CFA Level 1 Coaching Strategy That Worked for Me For CFA Level 1 Coaching, my goal was simple: build strong fundamentals. With RBei Classes, I followed a structured plan: 1. Concept-First Learning Instead of memorizing formulas, I focused on understanding concepts through CFA tutorials provided by RBei. This helped me retain information longer. 2. Daily Study Routine 2–3 hours on weekdays 5–6 hours on weekends Because CFA lectures online were available anytime, I could study according to my university schedule. 3. Multiple Revisions with Unlimited Watch Views This was a game-changer. Since the course is valid till you pass, I revised difficult lectures multiple times without stress. 4. Mock Exams and Analysis Deepak Sir personally reviewed my weak areas, ensuring continuous improvement. As a result, I scored 1800/1900, placing me in the 90th percentile, which boosted my confidence tremendously. Managing CFA Level 2 Alongside My Master’s Degree Balancing CFA Exam Preparation with University Life After clearing Level 1, many students underestimate Level 2. I didn’t. I knew Level 2 requires deeper application and analytical skills. Thanks to RBei Best Coaching institute for working professionals for CFA, I could manage both my Master’s and CFA Level 2 smoothly. Here’s how I managed: Followed topic-wise planning aligned with university semesters Focused heavily on practice-based learning Used CFA lectures online to revise during exam breaks Took advantage of one-to-one mentoring whenever I felt stuck The structured teaching style of RBei Classes made complex valuation models feel manageable. CFA Exam Registration 2026 and Planning Ahead How Early Planning for CFA 2026 Exam Helped Me Many students ignore the importance of early planning for CFA Exam Registration 2026 and CFA 2026 Exam. With guidance from RBei Classes, I learned how to: This clarity helped me reduce stress and stay consistent. Why RBei Classes Stand Out Among All CFA Coaching Institutes in Canada RBei Class Have the Highest Pass Rate of 94% Among All Coaching Institute in Canada The 94% pass rate is not accidental. It is the result of: Structured CFA Coaching Personalized mentoring High-quality CFA tutorials Continuous performance tracking As a student, this gave me confidence that I was learning from a system that works. Career Impact and CFA Salary Expectations How CFA Changed My Career Outlook in Canada After clearing CFA Level 1 and Level 2, my understanding of finance improved significantly. Recruiters started recognizing my profile, and discussions around CFA
My name is Aarav Khan, a college student born and raised in Dubai, and this is my honest success story of how I cleared the CFA Level 1 May 2025 exam on my first attempt with a score of 1800/1900 (90 percentile). Since the CFA journey is challenging, I wanted to share my experience because many students like me are searching for CFA Exam Preparation, CFA Coaching, and CFA Level 1 Coaching that actually works. Therefore, I want to begin by saying this clearly: RBei Classes is best for CFA in Dubai, especially for students and even working professionals. Moreover, since RBei Classes have the highest pass rate of 94% among all coaching institutes in Dubai, I trusted them fully, and today I know it was the best decision of my life. Right from the first week, I experienced why students say “RBei best coaching institute for working professionals for CFA” and why Deepak Sir is respected globally. Since the institute offers unlimited watch views, lifetime validity until you pass, and CFA lectures online that are extremely easy to understand, I always felt supported. As a result, my confidence improved every single week. Why I Chose RBei Classes – The Best CFA Coaching in Dubai for 2025 Exam Aspirants Before starting my preparation, I was confused like every other student. Even though I was serious about the CFA 2025 Exam, I didn’t know where to start. Therefore, I researched multiple institutes in Dubai, compared costs, faculty, content, and pass rate. However, nothing came close to what RBei Classes offered. My reasons for choosing RBei Classes were very clear: Highest pass rate in Dubai – 94% Deepak Sir’s one-to-one mentorship Best CFA lectures and easy to understand content Unlimited watch views Course valid till you pass Structured CFA exam preparation plan Detailed CFA tutorials CFA exam registration 2026 guidance Personal doubt clearing Career guidance including CFA salary expectations Although many institutes promised results, RBei delivered results consistently. Since I was a college student and also doing part-time work, I needed flexibility. As soon as I saw the platform and the way lessons were structured, I realized this is the only institute that matches the global standards of CFA coaching. My Personal Experience with Deepak Sir – The Mentor Behind My Score of 1800/1900 Although I heard a lot about him before joining, I realized his real value only after attending his first lecture. Immediately, I noticed how he simplifies even the most complex CFA Level 1 concepts. In addition, he constantly focuses on individual students. Since Deepak Sir focuses on each and every student, I never felt left behind. During my preparation: He personally guided me with a week-by-week study plan. He helped me adjust my schedule as I was a college student. He tracked my progress and corrected my mistakes. He shared exam-specific strategies for scoring above 90 percentile. He supported me emotionally whenever I felt low. Moreover, his teaching style is unique. Instead of mugging formulas, he explains concepts through real-life examples from markets, banks, and global finance. As a result, topics like FRA, Ethics, and Quant felt extremely easy. Even today, I can confidently say that the reason I cleared CFA Level 1 in one attempt is because of his guidance, teaching structure, and continuous involvement in every student’s journey. The Turning Point – My Preparation Strategy for CFA Level 1 May 2025 Since many students struggle with CFA Level 1, I want to share the exact strategy I followed. Although everyone’s schedule is different, this plan works because it is simple, practical, and built under the mentorship of Deepak Sir. Below is the step-by-step strategy I used to reach 1800/1900. 1. Understanding the Full CFA 2025 Exam Pattern Before even starting the subjects, I spent two days understanding the structure, weightage, difficulty, and time pressure. Since RBei Classes provided a complete CFA exam orientation, I knew exactly what to expect—what to study more and what to reduce. 2. Building a 5-Month Structured Timetable Since the exam was in May 2026, I divided my preparation like this: Month 1: Quants + Ethics Month 2: FRA + Corporate Issuers Month 3: Equity + Fixed Income Month 4: Derivatives + Portfolio + Alternative Month 5: Revision + Question Bank + Mock Tests Because RBei classes offered unlimited watch views, I revised topics again and again until I understood them deeply. 3. Watching RBei’s CFA Tutorials Daily Although many lecture series are long and boring, RBei’s CFA Tutorials are extremely crisp and easy to understand. Therefore, I could finish lectures faster and use more time for practice. Moreover, Deepak Sir’s voice, energy, and examples kept me motivated daily. 4. Maintaining Formula Sheets and Concept Maps Although Level 1 has many formulas, RBei’s notes helped me keep everything organized. As a result, during last-month revision, I could revise 80% of the syllabus in 10 hours. 5. Completing End-of-Chapter Questions Because Deepak Sir insisted on practicing right after learning, I solved every EOC question. Although it took time, it strengthened my conceptual base deeply. 6. Attempting 12 Full-Length Mocks from RBei Since RBei Classes provided high-quality mock exams based on actual CFA standards, I practiced under strict real-exam time limits. Therefore, my speed improved, my accuracy increased, and I reduced silly mistakes. Before the exam, my scores were: Mock 1: 62% Mock 4: 71% Mock 7: 82% Mock 10: 90% Mock 12: 92% Therefore, I felt extremely confident on exam day. 7. Following Deepak Sir’s 3-Layer Revision Method This method changed everything for me: Layer 1: Watch revision videos Layer 2: Solve topic-wise question bank Layer 3: Do mixed-concept questions Because this method reconnects every concept, I never forgot anything in the exam. Exam Day Experience – How RBei’s Methods Helped Me Score 1800/1900 Although I was nervous, I felt stable because the mocks had already prepared me for time pressure. Since RBei’s tests were tougher than the actual exam, I found the real questions easier. Therefore: I finished the first round
I still remember the evening when I finally saw the email that changed everything: “Congratulations, you have passed the CFA Level 1 Exam.” As someone working full-time as a Credit Manager in a leading Dubai bank, clearing CFA Level 1 on my first attempt felt like a dream. Although the journey was intense, it became achievable only because RBei Classes is best for CFA in Dubai and because their learning approach fits perfectly with the lifestyle of working professionals like me. Since I relied heavily on CFA Exam Preparation, CFA Coaching, and structured CFA Level 1 Coaching from RBei, I’m sharing my full experience so that others can walk into their exam with the right strategy, confidence, and clarity. Right from the first day, I realised something important: the reason RBei Classes is best for CFA in Dubai is not only their lectures but also because Deepak Sir focuses on each and every student. Moreover, since RBei Best Coaching Institute for working professionals for CFA is not just a tagline but something they truly live by, I knew I had joined the right place. Although my friends often warned me that working and studying CFA together is tough, RBei made the process surprisingly smooth. Additionally, the fact that RBei Classes have the highest pass rate of 94% among all coaching institutes in Dubai gave me a strong sense of confidence that I was learning under the right mentors. Why I Chose RBei Classes for CFA Level 1 Coaching in Dubai My CFA journey actually started with failure — not mine, but stories from colleagues who attempted the exam with self-study and struggled. Consequently, when I decided to prepare, I did not want to leave things to chance. Although I explored multiple coaching options, I kept returning to one point: RBei Classes is best for CFA in Dubai because they offer exactly what a working professional like me needs — structure, clarity, accountability, and support. Here’s what influenced my decision: 1. One-to-One Mentoring by Deepak Sir Even before joining, I had heard that Deepak Sir focuses on each and every student, and after experiencing his sessions, I can say it’s absolutely true. His teaching style made me feel like I had a personal mentor guiding me through every chapter. Although the syllabus felt overwhelming initially, the way he broke concepts down made everything manageable. 2. Unlimited Watch Views Because I work long hours at the bank, this feature saved me. Whenever I felt confused, tired, or simply needed revision, I could watch the lectures again and again. Although many institutes limit access, RBei gave complete freedom, which helped ensure I never missed any topic. 3. Validity Till You Pass CFA can be unpredictable. Although I was confident, knowing that my course validity would remain till I passed reduced my stress significantly. Therefore, I could study without pressure, ensuring quality learning. 4. Free Python, SQL, Machine Learning & Data Science Courses Although I joined for CFA, the additional free courses opened new career possibilities. Since the finance industry in Dubai is rapidly shifting toward data-driven roles, learning these technical skills boosted my profile as a Credit Manager. Consequently, I feel more confident today discussing analytics and modelling with my team. 5. Placement Assistance Because career growth was one of my key motivations, RBei’s placement support mattered. Although I was already with a reputed bank, having expert guidance helped me apply for internal promotions, strengthen my CV, and plan long-term growth. Therefore, I can confidently say they are truly the best coaching institute in India and Dubai when it comes to career development. Beginning My CFA Exam Preparation Journey With RBei Classes When I first enrolled, the syllabus felt huge, and balancing my job with studies seemed nearly impossible. Yet, since RBei Best Coaching Institute for working professionals for CFA has designed their lectures for people exactly like me, my fear gradually turned into a structured routine. Even though the concepts looked intimidating, the best CFA lectures and easy to understand explanations gave me the clarity I needed. Additionally, since every chapter came with crisp notes, simple examples, and exam-oriented explanations, I quickly realised how smoothly learning could happen when the content is prepared wisely. Although I had attempted some self-study before joining RBei, I genuinely understood real CFA logic only when I started learning from Deepak Sir. Consequently, topics like Fixed Income, FRA, Ethics, and Derivatives — which seemed impossible earlier — started feeling logical and predictable. My Real-Life Study Strategy – The System I Followed to Pass CFA Level 1 on First Attempt I want readers to benefit from the exact step-by-step approach I followed. Even though everyone’s situation is different, this strategy worked extremely well for me, especially as a working professional in Dubai. 1. I Studied 2 Hours on Weekdays, 4–6 Hours on Weekends Although it felt difficult in the beginning, RBei’s short and structured lectures helped me maintain consistency. Since the video length was perfect for my schedule, I never felt overwhelmed. 2. I Watched Every Lecture Twice Because unlimited views were available, I ensured I watched all videos again in revision mode. Although it took time, this double revision made my understanding extremely strong. 3. I Solved Topic-Wise Questions After Each Lecture Even though practice felt tiring, I made sure not to delay it. Since RBei provides high-quality questions similar to the actual CFA style, solving them boosted my confidence early. 4. I Gave 6 Full-Length Mock Exams Although mock tests felt tough, they helped me identify weaknesses. Since Deepak Sir personally reviewed my performance, I made targeted improvements that directly impacted my scores. 5. I Used RBei’s Quick Revision Notes Before the Exam Because the last 10 days are crucial, I relied heavily on the short notes RBei provides. Although I had prepared my own notes as well, their summary notes made revision 10× faster. How RBei Classes Helped Me Stay Motivated Throughout the CFA Journey While studying worked, motivation was the real challenge. Even
When I started my CFA Exam Preparation, I had only one question in mind: “Where can I find the right CFA Coaching that truly understands working professionals like me?” Eventually, I discovered that RBei Classes is best for CFA in Singapore, and this decision changed everything for me. Since I work at HSBC Bank Singapore, I needed a coaching institute that would support my hectic schedule, offer CFA Tutorials, deliver CFA Level 1 Coaching in a simple and easy-to-understand manner, and provide constant personal attention. Although I explored many institutes, everything became clear once I joined RBei Classes because, unquestionably, RBei is the best coaching institute for working professionals for CFA. Even more importantly, RBei Classes has the highest pass rate of 94% among all coaching institutes in Singapore, which gave me immense confidence right from the beginning. How My CFA Journey Began – And Why I Chose RBei Best Coaching Institute for Working Professionals for CFA My name is Adrian Lee, and I was born and raised in Singapore. Although I always dreamed of building a strong career in global finance, I knew that the CFA qualification would open the right doors for me. While working at HSBC Bank, I realized that the next step in my career progression depended heavily on mastering financial analysis, ethics, investment tools, equity valuation, and portfolio management. Therefore, I decided to attempt the CFA exams. At first, however, the preparation felt overwhelming. The CFA curriculum is undoubtedly vast, and managing it alongside a full-time banking job seemed impossible. I tried self-study for a while, but eventually, I knew I needed proper CFA Coaching to stay consistent. After weeks of research, hundreds of reviews, and discussions with my colleagues, one name kept appearing repeatedly—RBei Classes. Furthermore, every person who mentioned them also highlighted the same thing: “If you are a working professional, this is the place for you.” Since RBei Classes is best for CFA in Singapore, I decided to join them, and the journey that followed turned out to be the smartest decision of my academic life. A Turning Point – The First Day With Deepak Sir My very first class with Deepak Sir completely changed the way I looked at CFA preparation. Although I had expected traditional teaching, what I received was something far more valuable. His teaching style was precise, practical, and deeply rooted in real industry experience. Since he always begins by explaining the “why” behind every concept, learning becomes not only easy but also memorable. Moreover, Deepak Sir focuses on each and every student, which is incredibly rare in online coaching today. Therefore, even though my schedule at HSBC was extremely tight, I never felt lost. Every doubt was answered, every concept was simplified, and every topic was connected to real-world scenarios. Because of this approach, the CFA Tutorials felt more like structured guidance rather than academic pressure. One-to-One Guidance – The Secret Behind My 90 Percentile Score Although group classes helped me understand concepts, the true game-changer was the one-to-one guidance provided by RBei Classes. Whenever I faced difficulty in FRA, Derivatives, Portfolio Management, or Fixed Income, I simply scheduled an individual session with Deepak Sir. Since he never rushes through student queries, even complicated concepts became crystal clear. Moreover, every personalized session was focused on identifying my weaknesses and strengthening them immediately. Therefore, by the time I reached my final revision phase, I had a clear command over the syllabus. Since RBei Classes genuinely prioritizes student success, this level of personal mentoring became the reason behind my 90 percentile score in CFA Level 1 and later CFA Level 2. The Power of Unlimited Watch Time – The Feature Every CFA Student Needs One of the biggest reasons RBei Classes is best for CFA in Singapore is the flexibility they provide. Because I work in a demanding industry, my shifts often change, and my free time is unpredictable. Therefore, the unlimited watch views provided by RBei Classes helped me revise at my own pace. Sometimes I watched the lectures early morning before office, sometimes late at night after returning from HSBC, and sometimes during weekends when I felt fresh. Since every lecture was detailed, structured, and extremely easy to understand, I never felt the need to search for additional material. This alone sets RBei apart from other institutes, as the course does not restrict you with time limits. Instead, the course is valid till you pass, which removes unnecessary pressure and supports genuine learning. RBei Best Coaching Institute for Working Professionals For CFA – A System Designed for Us Although many institutes claim to support working professionals, very few actually deliver. RBei Classes, however, has built its entire system around people like us—professionals who want to grow but struggle with time. Here is what truly stands out: Flexible timings Unlimited watch views Personal mentoring Course valid until you pass Completely exam-oriented approach Practical explanations that make concepts stick Strong community of CFA students across Singapore, India, Dubai, Canada, and beyond Because of this ecosystem, I could prepare without stress even during peak workload seasons at HSBC. Since RBei Classes has the highest pass rate of 94% in Singapore, the results clearly show that their teaching system genuinely works. Best CFA Lectures and Easy to Understand – My Honest Opinion Although I had taken other finance courses in the past, nothing came close to the clarity of RBei’s Best CFA Lectures. Every session flows naturally from concept to application. Therefore, even complicated topics such as interest rate models, quantitative correlations, and intrinsic valuation methods become surprisingly easy. Since the lectures are interactive and aligned with CFA exam language, I always knew exactly what to focus on. As a working professional who values time, I found this extremely important. Moreover, because the CFA Tutorials follow a real-time problem-solving approach, solving the CFA Institute questions felt comfortable and manageable. The Craziest Surprise – Free Python, SQL, Machine Learning, and Data Science Course Although I joined RBei purely for CFA Coaching,
When I first started preparing for the CFA Exam, I never imagined that finding the right coaching institute would be the most important step. Yet, I soon discovered how challenging it was to balance full-time work with a rigorous curriculum. Therefore, I began searching for the Best CFA Level 1 Coaching in Singapore, and that is exactly when I came across RBei Classes. Moreover, the moment I saw that RBei Classes is best for CFA in Singapore, especially for working professionals, I knew I had finally found a place that understood the real problems people like us face. Additionally, I realised that RBei Best Coaching Institute for working professionals for CFA was not just a claim but a genuinely earned reputation. Consequently, as I read further about their CFA Coaching, CFA Tutorials, and Best CFA Lectures and easy to understand teaching style, I became confident that I had reached the right doorstep. However, the real surprise came when I discovered that RBei Classes have the highest pass rate of 94% among all coaching institutes in Singapore, which is something unheard of in this industry. Moreover, as someone who works as a Credit Manager at JP Morgan Singapore, I needed a coaching ecosystem that allowed unlimited flexibility. Because of that requirement, RBei Classes felt simply perfect. Furthermore, the way Deepak Sir focuses on each and every student gave me the assurance that I would never feel left out. Eventually, with their one-to-one guidance, unlimited viewing access, and lifetime course validity till you pass, joining RBei Classes became the best academic decision of my career. And today, after clearing my Level 1 successfully, I want to share my story with every working professional in Singapore who dreams of becoming a CFA Charterholder. My Journey to Choosing the Best CFA Level 1 Coaching in Singapore My name is Aaron Lee, and I was born and brought up in Singapore. I currently work at JP Morgan Singapore as a Credit Manager, and although my job gives me immense exposure to financial analysis, credit risk, and portfolio insights, I knew that earning the CFA Charter would elevate my career to an entirely new level. However, like most working professionals, I struggled with one question: How do I balance my job with CFA Exam Preparation? At first, I tried studying on my own. Although I was motivated, I soon realised that the CFA curriculum is like a deep ocean—without proper guidance, you drown in readings, formulas, and concepts. Therefore, I started exploring coaching options. Yet almost every institute seemed rigid, overpriced, or under-experienced. Moreover, many institutes in Singapore offered coaching, but none matched the flexibility I needed. Then one day, while discussing my CFA goals with a senior colleague, she said, “If you want structured, simple, and result-oriented CFA Level 1 Coaching, join RBei Classes; they are the best, even from India.” I searched immediately, and within five minutes, I knew this was not an ordinary institute. It was a complete coaching ecosystem built for students like me. Why RBei Classes Is Best for CFA in Singapore – My First Experience When I first joined RBei Classes, I had only one expectation: clear guidance. Yet what I received was something much greater. Because although many institutes claim to be student-centric, RBei Classes actually live that promise every single day. 1. Deepak Sir’s Teaching Style: Simple, Practical, and Personal The biggest reason why I truly believe that RBei Classes is best for CFA in Singapore is Deepak Sir. Additionally, his teaching style is unbelievably simple, and he breaks down complicated CFA concepts into easy-to-understand stories. Moreover, although he teaches thousands of students worldwide, he still manages to give one-to-one guidance whenever you need clarity. Consequently, this leadership made me feel like someone was genuinely holding my hand throughout the journey. 2. Best CFA Lectures and Easy to Understand Content Although I have attended numerous workshops in JP Morgan, none matched the clarity of RBei’s CFA Tutorials. Because the lectures were crisp, logical, practical, and extremely easy to remember, they helped me retain 80% of the concepts during the first watch itself. Furthermore, because the examples were inspired by real financial models, risk cases, and valuation frameworks, I never felt like I was memorizing; instead, I was understanding. 3. Unlimited View Access + Valid Till You Pass This is probably the most underrated benefit. Because although I was working daily 10–12 hours at JP Morgan, I could watch the lectures at any time I wanted. Moreover, the fact that the course stays valid “until you pass” removed all pressure from my mind. Therefore, I could study at my own pace without fear of losing access. 4. CFA Exam Preparation Strategy Tailored for Working Professionals Although many coaching institutes offer generic study plans, RBei Classes created a personalised timeline for me. Additionally, the plan was built around my JP Morgan workload. Furthermore, as my office deadlines changed, Deepak Sir helped me adjust my study roadmap. Consequently, I always felt in control of my journey. 5. RBei Has the Highest Pass Rate of 94% Moreover, the 94% pass rate did not feel like a marketing line—it felt like a reflection of quality. Because after attending their classes, it became evident why their pass rate is this high. 6. Free Python, SQL, ML, and Data Science Courses The moment I heard this, I went speechless. Because although every other institute charges separately for technical courses, RBei Classes gives them absolutely free with their CFA Coaching. Moreover, for someone like me working in Credit Risk, having Python and SQL skills became an instant advantage inside JP Morgan. 7. Placement Assistance That Actually Works Although many coaching institutes promise placement support, only a few deliver results. Yet, RBei Classes not only guided me in building my CV but also connected me with relevant financial firms in Singapore and India. Because of that personalised support, my internal transfer prospects improved too. How RBei Classes Transformed My CFA Level 1 Preparation Although my initial
In short: digital banking is changing everything about how we save, spend, borrow, and manage money. Indeed, digital banking is reshaping payments, lending, customer experience, and financial inclusion — and, importantly, digital banking brings new risks alongside new conveniences. In this article we will explain how digital banking is transforming finance, why it matters, what concrete benefits it delivers, and what risks (cybersecurity, privacy, operational, regulatory and systemic) you must watch out for. Moreover, we’ll give practical guidance for students and early-career professionals who want to understand or work in the digital banking space. Above all, this long-form guide is actionable and evidence-based — and it repeats the phrase digital banking where it matters so search engines and readers both get the signal. How Digital Banking Is Transforming Finance (and What Risks Come With It) What we mean by “digital banking” — a short definition First, define terms. Put simply, digital banking means delivering banking services primarily through digital channels (mobile apps, web portals, APIs, digital wallets, and automated back-end systems) rather than in-branch, paper-based processes. Consequently, digital banking includes: Mobile and online account access, payments, and transfers; Digital-first banks (nonbanks) and fintech challengers; Embedded finance (banking services integrated into non-bank apps); Open banking and API-based data sharing; and Automation, AI-driven personalization, and cloud-native infrastructure. Hence, when we talk about how digital banking is transforming finance, we mean shifts in customer behaviour, business models, risk management and regulation driven by these technologies and platforms. Why digital banking matters — quick facts and evidence To understand the scale, consider these high-impact facts: Globally, account ownership and digitally enabled accounts have surged; around 79% of adults now have a formal account, and mobile/digital channels are a major driver of inclusion and usage growth. Digital banking adoption continues to climb rapidly in advanced and emerging markets alike; for example, in the U.S. and many other markets, the majority of adults now use digital banking regularly. The neobank and digital-bank market continue to expand fast: market reports show rapid valuation and market-size growth for neobanks in recent years. At the same time, cybersecurity and fraud risks are rising as digital adoption increases: global and national reports indicate growing cyber-enabled fraud, phishing, and domain-based attacks on banks and customers. Those facts tell a simple story: digital banking is already big, it’s getting bigger, and its growth changes both opportunities and exposures for banks, customers, and regulators. How digital banking is transforming finance — the key areas Below, we explore the most important ways digital banking is changing finance. For each area, we explain the transformation, give practical examples, and show why it matters. 1) Payments: speed, convenience, and the end of cash friction First, digital banking has accelerated the shift away from cash and toward instant, low-cost electronic payments. Mobile wallets, UPI-style rails (in some countries), real-time payments (RTGS/RT-N), and card tokenization make value transfer immediate and frictionless. As a result: Individuals pay and receive money instantly (peer-to-peer, payrolls, merchant payments). Businesses accept payments via embedded flows in apps and marketplaces. Cross-border payments are being reimagined through better UX, APIs, and specialized rails. Ultimately, this reduces friction and transaction costs, increases transaction velocity, and enables new business models such as gig payments, micropayments, and subscription services. 2) Lending and credit underwriting: data + automation = faster decisions Second, digital banking transforms lending by using alternative data, automated underwriting, and instant decision engines. Consequently: Lenders can evaluate credit risk using digital footprints, transaction history, and AI models rather than relying solely on traditional credit bureaus. Online and app-based lending platforms can deliver approvals in minutes for small loans, BNPL products, or merchant financing. Risk-based pricing and microcredit models become viable for previously underserved segments. Therefore, credit becomes more accessible — but it also raises questions about model fairness, explainability, and potential over-indebtedness. 3) Financial inclusion: reaching the unbanked and underbanked Third, digital banking reduces physical barriers to access. Mobile money and digitally enabled accounts have materially increased financial inclusion worldwide. Digital identity, simplified KYC, and agent networks help onboard customers who would otherwise face distance or cost barriers. Consequently, small businesses and low-income households gain access to savings, credit, and payments that were previously unavailable. The World Bank’s Global Findex highlights how digitally enabled accounts are transforming financial behaviour globally. 4) New players & business models: neobanks, fintechs, and embedded finance Fourth, the market structure is changing. Fintech startups and neobanks provide native mobile experiences, targeted products, and low overhead. Moreover, non-bank firms embed financial services directly inside apps (ride-hailing, payroll platforms, e-commerce). As a result: Product innovation accelerates (micro-savings, goal-based accounts, instant lending, subscription features). Competition intensifies, pressuring incumbents to digitally transform or partner with fintechs. New ecosystems form around platform businesses that integrate banking features natively. This trend has made the financial services landscape more dynamic — but it also complicates supervision, responsibility, and consumer protection. 5) Data, personalization & experience: AI-driven banking Fifth, banks now use data, AI, and machine learning to personalize offers, detect fraud, automate service, and boost efficiency. Chatbots, robo-advisors, spending insights, and predictive alerts improve customer experience and operational productivity. Yet, increased reliance on models introduces model risk, bias, and transparency concerns. 6) Cost structure & scale: cloud, automation, and cheaper distribution Sixth, digital distribution plus cloud infrastructure allows banks to scale without the same physical branch costs. As a consequence: Unit costs of customer acquisition and servicing can fall for digital native banks. Pricing competition intensifies, and incumbents must invest in modernization to remain competitive. Lower operational costs may enable new pricing models (freemium, subscription banking). However, migrating legacy systems to cloud-based architectures is complex and introduces its own operational risks. The concrete benefits — why finance is better (in many ways) Now, let’s list the tangible benefits digital banking delivers to customers, firms, and economies. Clearly, the upside is substantial — which is why banks, regulators, and governments are investing heavily in digitalization. The risks of digital banking — what to watch for Yet, for all
In today’s competitive job market, many students and early professionals ask: should I pursue a data analytics degree or go for a data analytics certification (or certificate)? This decision can significantly influence your time, cost, skill depth, job opportunities, and long-term career growth. In this blog, we’ll clearly compare data analytics degree vs certification / certificate, weigh their pros and cons, and help you decide which path best fits your goals. Whether you’re fresh out of high school, planning a career switch, or just looking to level up, this guide will be useful. Why this debate matters: keywords, demand, and clarity Before diving in, let me explain why this choice matters. The keywords data analytics degree and data analytics certification are important because many prospective learners search for them. Employers and hiring managers also often distinguish between candidates with formal degrees and those with certificate credentials. Moreover, the field of data analytics is growing fast: according to reports, demand for data professionals continues to rise as organizations rely more on data-driven decisions. Thus, knowing which educational path gives you the best return on investment is critical. Definitions & Distinctions: What exactly are a Data Analytics Degree and Certification? Before comparing pros and cons, let’s define what each term generally means, and clarify how they differ in structure, recognition, and purpose. What is a “Data Analytics Degree”? A data analytics degree typically refers to a formal academic program offered by a college or university. It might be a bachelor’s degree (e.g. “BSc in Data Analytics,” “Bachelor of Science in Analytics,” or related majors such as Statistics, Computer Science, or Business Analytics) or a master’s degree (e.g. “Master in Business Analytics,” “MS Data Analytics,” “MS in Analytics”). Key features: Comprehensive curriculum covering foundational mathematics, statistics, programming, data mining, machine learning, database systems, big data, data visualization, ethics, etc. Duration: Often 3 to 4 years for bachelor’s; 1 to 2 years for master’s (full time). General education / liberal arts requirements: You may have to take non-analytics courses (humanities, languages, electives) in many degree programs. Institutional accreditation & recognition: Degrees are accredited by universities, which often carry prestige. Depth, theory, research: Degree programs tend to emphasize theoretical foundations, research, and long-term intellectual depth. What is a “Data Analytics Certification / Certificate”? A data analytics certification (or certificate) is a shorter non-degree credential, often offered by professional bodies, online learning platforms, training institutes, or universities as continuing education. It is intended to validate one’s skills in specific tools, techniques, or domains of analytics. Key features: Focused curriculum: Often limited to core topics like data cleaning, SQL, Excel, data visualization, basic statistics, maybe Python or R. Shorter duration: Weeks to months (e.g. 3–9 months). Flexibility: Many are online, self-paced, or part-time. Lower cost: Generally cheaper than a full degree. Skill validation: The certificate often signals proficiency or completion of training, but not always deep theory or research. It’s also worth noting that in some contexts, “certificate program” refers to the academic certificate (offered by a university), whereas “certification” refers to a professional credential (requiring exams, ongoing recertification). But in this blog, I use “certification / certificate” broadly to cover non-degree credential programs in data analytics. Key Comparison Criteria To compare a data analytics degree vs a data analytics certification, we’ll examine along multiple critical dimensions: 1. Cost and affordability Data Analytics Degree (Pros & Cons) Pros You often gain powerful scholarship, financial aid, or government support in academic settings. Because you are enrolled full time, you may get institutional facilities (labs, software licenses, libraries) included in fees. Cons Tuition for a 3–4-year bachelor’s or 1–2-year master’s is high, especially in private or foreign universities. Hidden costs: textbooks, software, travel, campus housing, opportunity cost of not working full time. You may graduate with debt. Data Analytics Certification (Pros & Cons) Pros Generally far cheaper than a full degree. You pay only for the specific certificate program (tuition, subscription, exam fees), often in installments. Lower risk: if a certificate program doesn’t suit you, the financial loss is smaller. Cons Some certificate programs are overpriced relative to their value (especially less reputable ones) You might not qualify for financial aid, scholarships, or subsidies the way degrees do. Verdict on Cost If budget is the key constraint, a data analytics certification is usually a less risky and more accessible starting path. That said, if you can secure low-cost (or subsidized) degree options, paying for a full degree could be more worthwhile over the long term. 2. Time to completion Data Analytics Degree (Pros & Cons) Pros Once committed, you have a structured timeline (e.g. 3 years or 4 years) to complete your learning. You may have summer internships, research semesters, etc., integrated. Cons It’s a long-term commitment. You may not be able to pivot or adjust quickly to new industry trends. If you drop out, partial credits may not be fully transferable. Data Analytics Certification (Pros & Cons) Pros Much faster: many programs finish in a few months or under a year You can begin learning and applying skills quickly. Switching among certificate tracks is easier. Cons Shorter time means less chance for deep mastery or breadth. If you try to cram too much in a short time, you may lose on learning quality. Verdict on Time If you want to get working quickly or test the field, a data analytics certification gives you speed. But if you want deep foundations and stability, a data analytics degree is worth the longer timeline. 3. Depth and breadth of knowledge Data Analytics Degree (Pros & Cons) Pros Provides strong foundation: mathematics, statistics, algorithmic thinking, theory, ethics, optimization. You are exposed to a variety of topics: discrete math, data structures, operating systems, distributed computing, advanced electives. You understand why methods work, not just how. Long-form projects, research opportunities, peer collaboration. Cons A lot of coursework may not be directly relevant to real-life analytics (general education, unrelated electives). Some courses may lag in updating to the latest tools or industry practices. Data
Moreover, U.S. financial firms hesitant to use AI for surveillance face a knot of regulatory, technical, and cultural challenges that slow adoption. Furthermore, AI surveillance in finance promises efficiency gains, and yet many institutions remain cautious because of explainability gaps, legal exposure, vendor concentration risks, and privacy worries. In addition, financial firms AI hesitancy is as much about avoiding catastrophic mistakes as it is about seizing opportunity, and therefore this article unpacks why that hesitation exists — and how students and future practitioners should think about it. Executive summary (so you know what to expect) First, this blog explains what AI surveillance means in a financial context. Second, it lists the concrete benefits that make AI tempting. Third, it analyzes the many reasons U.S. financial firms hesitant to use AI for surveillance — including regulatory ambiguity, model explainability, data privacy, operational risk, vendor concentration, and potential for bias. Fourth, it examines real-world signals from regulators and industry bodies about governance expectations. Finally, it offers practical steps and study pointers for students and junior professionals who want to work responsibly at the intersection of AI, compliance, and finance. Across the article, the phrase AI surveillance in finance appears repeatedly because it is a central topic, while financial firms AI hesitancy will be referenced when we discuss human and organizational factors. What do we mean by “AI surveillance in finance”? Firstly, AI surveillance in finance broadly refers to the use of artificial intelligence — including machine learning, natural language processing, and generative models — to monitor transactions, communications, trading patterns, customer behavior, and other signals for compliance, fraud detection, insider trading, market abuse surveillance, anti-money laundering (AML), and operational risk detection. Secondly, surveillance applications range from anomaly detection on trading desks to automated review of employee chats and voice recordings. Thirdly, while such systems can detect patterns humans miss, they often operate as complex, opaque “black boxes,” which is a major reason U.S. financial firms hesitant to use AI for surveillance are slow to deploy them. Importantly, these systems are used for high-stakes decisions: freezing accounts, escalating to enforcement, flagging a trader for investigation, or producing evidence that regulators may review. Consequently, the technical strengths of AI come with governance burdens that many institutions find hard to accept without strong guardrails. Why firms are attracted to AI surveillance (briefly) Moreover, before we dig into the reasons for hesitation, here’s why firms consider AI surveillance at all: Efficiency gains: AI can process huge volumes of data — trade records, chat logs, emails, voice transcripts — far faster than humans, reducing manual triage time. Improved detection: Machine learning models can surface subtle or complex patterns that fixed-rule systems miss. Cost scaling: Once developed and validated, automated surveillance scales more cheaply than manual review teams. Continuous monitoring: AI enables near-real-time detection across many channels simultaneously. Risk prioritization: AI models can help prioritize investigations by predicted risk, helping compliance teams focus scarce human resources. Nevertheless, the decision to deploy AI is not solely technical; it’s deeply regulatory, legal, and reputational. Key reasons U.S. financial firms are hesitant to use AI for surveillance However, the adoption of AI for monitoring and surveillance in the U.S. financial sector has been cautious. Below are the core reasons why U.S. financial firms hesitant to use AI for surveillance — explained in detail. 1. Regulatory uncertainty and supervisory risk Firstly, regulators in the U.S. have signaled both interest in and wariness of AI. Secondly, firms fear that adoption without crystal-clear supervisory expectations will expose them to exam findings, enforcement actions, or litigation. For example, FINRA and other agencies have made clear that existing rules (on supervision, recordkeeping, and compliance) apply to AI the same way they apply to other tools, but guidance continues to evolve and firms worry about shifting expectations. Moreover, the U.S. Treasury and other policy bodies have solicited input on AI risks in financial services, emphasizing consumer protection, data quality, and systemic stability — signals that regulators may escalate scrutiny. Consequently, firms worry they could be penalized for deploying imperfect AI or for failing to properly supervise third-party models. Therefore, regulatory uncertainty remains a heavyweight factor in financial firms AI hesitancy: firms would rather move slowly and compliantly than adopt a new technology that could invite fines or reputational damage. 2. Explainability, model risk, and auditability First, AI models — particularly large neural networks and ensemble models — often produce outputs that are not easily explainable in human terms. Second, when surveillance outcomes lead to consequences (e.g., escalation for enforcement), institutions must explain why a particular alert was raised. If they cannot, they risk noncompliance, unfair actions, or legal challenges. Furthermore, model risk management frameworks in banks and broker-dealers were built for statistical models with well-understood behavior. However, contemporary AI models may be ill-suited to existing validation techniques; as a result, governance teams hesitate to give these models direct decision-making authority. Explainability challenges have been widely flagged in industry discussion and model governance circles. 3. False positives, alert fatigue, and human trust Moreover, when an AI surveillance system produces many false positives, compliance teams become overwhelmed, which undermines trust in the tool. Consequently, firms prefer high-precision systems even if they miss some edge cases. In practice, existing machine-rule systems are tuned conservatively; replacing them with a new AI system risks immediate operational pain and backlogs, discouraging rapid deployment. 4. Data quality, privacy, and legal limitations First, AI depends on high-quality labeled data. Second, data in financial firms is often siloed across legacy systems, subject to privacy laws, and restricted by contractual terms (including third-party vendor data). Third, training AI models on sensitive communications or personal data raises privacy and regulatory questions — especially when models may infer sensitive attributes. In addition, the legal basis for processing certain datasets (e.g., biometric voice data) for surveillance can be unclear and varies across jurisdictions. Therefore, data governance and privacy concerns contribute heavily to U.S. financial firms hesitant to use AI for surveillance. 5. Vendor risk and concentration Moreover, many firms
Preparing for the FRM exam can be a challenging journey, but with the right FRM preparation strategy, candidates can confidently clear both Part 1 and Part 2. In this blog, we will discuss a detailed roadmap for FRM preparation that not only helps you understand the exam structure but also enables you to achieve success efficiently. Many aspirants often struggle with time management, understanding complex financial concepts, and choosing the right study resources. However, by adopting an effective FRM preparation strategy, these obstacles can be minimized, allowing you to clear both parts with confidence. This strategy will cover study schedules, resource selection, practice approaches, and mental preparation tips that ensure a comprehensive and structured approach. Understanding the FRM Exam: Foundation for Your Preparation Strategy Before diving into a detailed FRM preparation strategy, it is crucial to understand the structure of the FRM exam. The FRM (Financial Risk Manager) exam is conducted by GARP (Global Association of Risk Professionals) and consists of two parts: FRM Part 1 focuses on the fundamental tools used in risk management, including quantitative analysis, foundations of risk management, financial markets and products, and valuation and risk models. FRM Part 2 builds on these concepts and emphasizes market risk, credit risk, operational risk, investment management, and risk management in financial institutions. Understanding this distinction is vital for creating a tailored FRM preparation strategy. While Part 1 requires strong analytical skills and conceptual clarity, Part 2 demands the application of knowledge to practical risk management scenarios. Hence, your preparation strategy must adapt accordingly to these differences. Creating a Study Plan: The Core of FRM Preparation Strategy A well-structured study plan is the backbone of any successful FRM preparation strategy. It ensures that you allocate sufficient time for each topic while balancing practice, revision, and mock exams. Here’s how you can design an effective study plan: 1. Set Clear Goals Begin your FRM preparation by setting realistic and achievable goals. Define your target completion timeline for Part 1 and Part 2. For instance, if you aim to clear FRM Part 1 in three months, break your preparation into weekly modules covering different topics. 2. Allocate Time Wisely Efficient time management is critical. Divide your daily study hours between understanding concepts and practicing questions. For example, spend 60% of your time learning concepts and 40% on solving practice problems. This approach ensures a strong conceptual foundation while enhancing problem-solving skills. 3. Use a Topic-Wise Approach A topic-wise approach ensures that no area is left uncovered. Start with fundamental topics such as quantitative analysis and risk management basics, and gradually move to complex topics like market and credit risk. Following a structured approach is a key element of a robust FRM preparation strategy. 4. Build Flexibility into Your Plan Unexpected events may disrupt your schedule, so make your study plan flexible. Include buffer periods to revise challenging topics or take additional mock tests. Flexibility ensures consistency and reduces stress. Choosing the Right Study Material: A Pillar of FRM Preparation Strategy The choice of study resources significantly impacts your FRM preparation. Using outdated or incomplete materials can waste precious time. Here are some tips: 1. Select GARP-Recommended Books GARP provides official study materials for both parts. These books are the most reliable source for the latest syllabus, exam patterns, and question formats. Relying on GARP materials ensures that your FRM preparation strategy is aligned with exam requirements. 2. Supplement with Reference Books While GARP books are essential, supplementing them with reference books such as “FRM Exam Part I & II” by Wiley or Schweser can enhance understanding. These books provide concise summaries, practice questions, and exam tips, making your preparation more effective. 3. Online Resources and Video Lectures In today’s digital age, online courses, video lectures, and webinars are invaluable. They help explain complex topics like Value at Risk (VaR), derivatives, and credit risk modeling in an easier-to-understand format. Mastering FRM Part 1: Strategic Tips FRM Part 1 tests your understanding of risk management fundamentals. A strategic approach can significantly boost your chances of passing in the first attempt. 1. Focus on Quantitative Skills Quantitative analysis is a major component of Part 1. Strengthen your knowledge of statistics, probability, and financial mathematics. Practice numerical problems regularly to enhance speed and accuracy. 2. Understand Risk Management Concepts Conceptual clarity is crucial. Understand risk types, risk measurement techniques, and regulatory frameworks. Rather than rote learning, focus on applying concepts to real-world scenarios. 3. Practice Questions Extensively Solve as many practice questions as possible. This helps familiarize yourself with the exam format, identifies weak areas, and improves time management. Mock tests are particularly useful in assessing preparedness. 4. Review Regularly Regular revision ensures retention. Use a combination of flashcards, notes, and summaries to revise key formulas, definitions, and concepts frequently. Mastering FRM Part 2: Advanced Strategies FRM Part 2 requires deeper analytical skills and practical application. A specialized strategy is necessary to excel in this part. 1. Prioritize High-Weight Topics Market risk, credit risk, operational risk, and investment management carry significant weight. Prioritize these areas in your preparation plan while ensuring that no topic is ignored. 2. Apply Concepts Practically Part 2 emphasizes application. Practice case studies and scenario-based questions to develop analytical thinking. Understanding how concepts are applied in real financial institutions is key. 3. Practice Mock Exams Simulating exam conditions through mock tests is essential. It helps in time management, stress handling, and identifying areas needing improvement. Analyze your performance and adjust your preparation accordingly. 4. Continuous Revision Since Part 2 builds on Part 1, continuous revision of Part 1 concepts is important. Regularly revisiting foundational topics ensures a strong knowledge base for tackling complex questions. Common Mistakes to Avoid in FRM Preparation Even with a solid strategy, candidates often make mistakes that hinder performance. Avoid these pitfalls: Ignoring Mock Tests: Practicing without mock exams can leave you unprepared for real exam conditions. Skipping Revision: Without regular revision, retention of formulas and concepts suffers. Overloading Resources: Using too many books can confuse


















The SCR Exam is a comprehensive, standard-oriented assessment covering fundamental guidelines, methodologies, and frameworks used in anticipating and managing climate risk. It consists of 90 equally weighted multiple-choice questions, including two case studies. Candidates will be allotted four hours to complete the Exam.
After earning the SCR Certificate, you can apply principles of sustainability and climate risk management in current and future roles, giving you a competitive advantage. Passing the Exam demonstrates you possess the knowledge and tools necessary to assess and manage the sustainability and climate risk challenges many industries face.
The Exam is not highly quantitative. It is designed to be accessible to a wide audience. A few questions may require limited multiplication and division, an understanding of ratios or knowledge of measurement units and the magnitude of metrics relevant to specific risk management topics. Some questions may present graphs or tables with quantitative information.
No work experience is required to sit for the Exam.
Currently, the SCR Exam is offered in American English only.
Initial registration for the SCR Certificate program includes the full curriculum in eBook form, a full-length Practice Exam, the fee to sit for the Exam, and issuance of the certificate for successful candidates. Please refer to the fee schedule here.
Yes. Please fill out the Team Registration form to explore how you can elevate your organization's risk management by educating multiple employees at a time.
Candidates can pay for their exam registration via:
Credit Card: GARP accepts MasterCard, Visa, Amex, and Discover.
ePay: GARP accepts Alipay.
Wire: All wire payments will include a USD 50 processing fee added to your invoice. Please reference your GARP ID and Invoice Number when sending your payment. Full instructions can be found at the bottom of your invoice.
ACH: All ACH payments will include a USD 50 processing fee added to your invoice. Please reference your GARP ID and Invoice Number when sending your payment. Full instructions can be found at the bottom of your invoice.
Please refer to this link for a comprehensive list of Pearson VUE exam sites.
The Exam will be administered as an in-person Computer-Based Testing (CBT) Exam at Pearson VUE test sites worldwide.
Registration is when you sign up for an exam by entering your account details and paying the applicable exam fees for a specific exam window. After you register, you need to schedule your exam appointment. During scheduling you select the exact location, date, and time of your exam appointment. If you do not schedule your exam after you register, you will not know when and where to attend the exam.
For complete information on exam dates, registration deadlines, scheduling, and more, please visit our Exam Logistics page.
ReBI notifies candidates if they pass or do not pass the Exam. Candidates who don't pass their Exam, register and don't schedule their Exam, or schedule and don't take the Exam can pay a one-time retake fee of USD 350, during the next two exam cycles only. After two cycles candidates must re-register for the program and pay all applicable fees.
Depending on availability, candidates may reschedule their exam date (from among the dates included in the exam window they registered for) or change their in-person CBT exam site using the Pearson VUE scheduling website, until 48 hours before the start of the scheduled Exam.
If your Exam appointment is canceled, it is likely due to circumstances out of ReBI's control including but not limited to exam site changes, a natural disaster, an evacuation, acts of military, political or government authority, global pandemic, or "Acts of God", ReBI's will make every effort to notify candidates as soon as possible and GARP will help reschedule your exam appointment within the same exam administration window.
Once an exam window closes, GARP scores Exams in a timely fashion. Candidates are notified when their results are available in their GARP candidate portal.
Yes, candidates can enroll in the SCR Certificate program if they are currently registered for or plan to register for the FRM or RAI Program.
Preparation time varies by candidate. GARP estimates an average preparation time of 100-150 hours.
A full-length Practice Exam, the SCR eBook, and access to GARP Learning are included with registration. Candidates will receive an email explaining eBook access after registering.
SCR print books are available for purchase here for USD 300, plus shipping. GARP offers the SCR Study Guide and Learning Objectives document to assist candidates in successfully preparing for the SCR Exam. This study aid is available for free digital download on the GARP website.
Yes. Due to the sizable amount of material covered in the Exam, GARP suggests following a weekly study schedule. Preparing for the Exam at the last minute is strongly discouraged.
The SCR Exam focuses on the knowledge and skills needed to effectively respond to sustainability and climate risk challenges within an organization.
Topics include:
Foundations of Climate Change: What is Climate Change?
Sustainability
Climate Change Risk
Sustainability and Climate Policy, Culture, and Governance
Green and Sustainable Finance: Markets and Instruments
Climate Risk Measurement and Management
Climate Models and Scenario Analysis
Net Zero
Climate and Nature Risk Assessment
Transition Planning and Carbon Reporting
The Exam will be administered as an in-person Computer-Based Testing (CBT) Exam at Pearson VUE test sites worldwide.
Registration is when you sign up for an exam by entering your account details and paying the applicable exam fees for a specific exam window. After you register, you need to schedule your exam appointment. During scheduling you select the exact location, date, and time of your exam appointment. If you do not schedule your exam after you register, you will not know when and where to attend the exam.
GARP strives to maintain our program's best-in-class curriculum and associated study materials. In order to ensure relevance and accuracy, GARP reviews the curriculum every year. Revisions are made and new study materials are released December 1 for the following calendar year.
You must send an email to [email protected] to update your name to match your identification.
Your identification must meet ALL of the following requirements:
Below is a list of possible acceptable forms of identification:
The name associated with the registration must exactly match the name on your identification on exam day. This includes an exact match of the first name, last name, and any middle name or initial.
There are NO exceptions to GARP's Identification Policy. On exam day if you do not present an acceptable form of ID as listed above, you will not be allowed to sit for the Exam.
You must send an email to [email protected] to update your name to match your identification.
Please confirm the name on your GARP Dashboard matches the name on the government issued ID you plan to use on exam day.
The below pictured digital calculator is provided for you on the screen during the Exam.

Candidates must leave their cellular phone outside of the exam room in the designated personal belonging area.
No personal items are allowed in the exam room or environment. Candidates may not bring or wear barrettes, hair clips, headbands, or hairbands. Removable jewelry is not permitted in the exam room. Candidates may not bring any books and/or notes into the exam room for use during the exam session, unless pre-authorized by GARP in advance.
Candidates must store all personal items in a secure area (a locker), as indicated by the proctor, or return personal items to their vehicle. If candidates refuse to store personal items, they will not be allowed to sit for the Exam, and they will lose their registration fee. All electronic devices must be turned off before storing them in a locker.
Candidates may not leave the exam room without proctor approval. If you need a restroom break, you must raise your hand, and wait to be acknowledged by a proctor. No additional time is given if you take a break.
Candidates must store all personal items in a secure area (a locker), as indicated by the proctor, or return personal items to their vehicle. If candidates refuse to store personal items, they will not be allowed to sit for the Exam, and they will lose their registration fee. All electronic devices must be turned off before storing them in a locker.
SCR Certificate holders can advance their climate risk education through the GARP CPD program. Certificate holders must earn 20 CPD credits per cycle to stay current. After completing 20 credits in a 2-year cycle, SCR Certificate holders may download a CPD Acknowledgement of Completion Certificate. While CPD is not mandatory, it is strongly encouraged.
Yes, an electronic certificate of completion and a complimentary digital badge is granted to those who passed the Exam.
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