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PMKinetic CPMAI Academy

45 members • Free

7 contributions to PMKinetic CPMAI Academy
Win Friday: share one win from this week
Every Friday we celebrate progress. It does not have to be big. Reply with one win from your CPMAI prep this week: a section finished, a mock score, a concept that finally clicked, or your exam date booked. Cheering each other on is how this community keeps you moving. Passed already? Post it here and, if the course helped, leave a Udemy review so the next project manager can find it.
0 likes • 25d
Good morning Frederico. Many thanks again and I am still happy that I have passed. FYI for everyone else: I failed the exam two times in January, then paused until mid-Jun. Studied from mid-Jun until mid-Aug with a full time job and two small kids. My results (overall Above Target): - Domain 1: Above Target (strongest area in mocks) - Domain 2: Target (strongest area in mocks) - Domain 3: Target (strongest area in mocks) - Domain 4: Above Target (weakest area in mocks) - Domain 5: Below Target (good area in mocks) The exam was a struggle: - It took me around 100 minutes to go through all questions (I actually followed your advise to make a quick run-through and flag when in doubt) - I flagged almost 70 questions! - I used the remaining ca. 65 minutes for those questions and narrowed it down to 2 answers - I finished with 23 seconds left This was nothing like their StudyHall or mock. Lets call it that. Your approach on how to tackle questions, read them, understand the methodology, trust to follow the methodology, exam traps, plus the roles and the general algorithm knowledge was key. I saw the exam now three times. The first two times I wasnt prepared to be honest, this time I was. Still, the overall question set was completely different again and I thought AGAIN, that I was taking a different exam. A lot of PMP stuff in their also. So when some people say, it is a 2/10 or 3/10 difficulty and an easy exam, I, at least for myself can say: NO WAY! In other words: I cant tell you exactly what the magic is to prepare. That was at least my experience and how I felt in all 3 exams. For a handful of questions, there were 2 or 3 answers correct, for 1 question 2 answers were correct and the question asked for both of the answers so that was a 50:50 guess. I know that they try to scare you and try new questions (the 20 unmarked ones) to improve their question bank. I will definately give you a feedback on Udemy or here. Just let me know where and I will do it.
0 likes • 25d
@Frederico Peixoto Done for both courses.
Questions
Hello everyone, feel free to ask your CPMAI question here.
0 likes • Aug 12
Which role is responsible to develop the structure for a model (A=Solution architect; B=Business analyst; C=Data scientist; D=Data analyst). I picked A because of the word structure, but it is wrong. Please help.
0 likes • Aug 18
I have a question regarding exam strategy: I have seen this suggestion in your Udemy course, in a couple of YouTube videos and Reddit threads: The idea is to lets say 'rush' through all questions once, answer the ones you know for sure in record time and flag the rest where in doubt. Then do a second round with the flagged once only and submit exam. What is the strategy or idea behind that? For me: Rushing through everything stresses me and I might not read all questions and answers carefully so 1) the questions where I think I answered correctly and did not flag might be answered wrong and 2) in my last 2 exams I flagged 50-70 questions so going through them takes a lot of time. I know that I take between 40-60 seconds for each question. So I could go through them without rushing and after that tackle the flagged ones. Doesnt this make more sense or am I taking the wrong points into consideration here?
The CPMAI Domains x Phases Map (save this)
I mapped all 37 tasks from PMI's CPMAI Exam Content Outline onto the six CPMAI phases, task by task. Three things came out of it. 1. Domain IV is not the modelling domain. T4 (manage data transformation) and T5 (verify data quality for go/no-go) are Phase III work. This is the most expensive trap on the exam. 2. Domain I is not a stage. It is a lens that runs across all six phases, and it is 15% of the exam. Compliance and audit trail never switch off. 3. Phases I and II carry 46% of the exam weight. Building the model carries 5%. That last one explains a lot of failures. Technically strong candidates over-prepare for the part that is worth 5%, and leave the phases that actually carry the weight untouched. The PDF below has the full matrix, the three go/no-go gates with the correct direction of return, and a four-step method for situational questions. Two pages. Save it. What to memorise: not the 37 tasks in order. Eleven items only, the 5 domain names with their weights and the 6 phase names in order. Then understand where each family of tasks sits. The domain names and weights are verbatim from the PMI-CPMAI Exam Content Outline (September 2025). The redistribution of weight across phases is my own analysis, not a PMI publication. Questions on any of it, drop them in the comments.
0 likes • Aug 3
This is amazing and so helpful for me. Thank you Frederico.
1 like • Aug 3
Even more amazing. Thank you for all your effort Frederico! Highly appreciated.
Question of the Day: Phase II or Phase III?
A telecom company is building a churn prediction model. Checkpoint 1. The AI project professional pulls two years of billing records, support tickets and usage logs, then checks whether these sources actually contain the signals the business case needs, and whether the volume is enough. Checkpoint 2. Two weeks later, the same person is signing off on de-duplicated records, imputed missing values and engineered features, right before training starts. Which CPMAI phase is each checkpoint, and what single word tells you the difference? Answer in the comments with one sentence of reasoning. That sentence matters more than the phase number. I will post the CPMAI-aligned answer here in 24 hours. Try it before you read the other replies.
0 likes • Jul 30
Checkpoint 1 = Phase II. "Checks"; Checkpoint 2 = Phase III. "de-duplicated, imputed, engineered features. Also here: right before training starts: Since this is phase 4, I would also assume, that checkpoint 2 is phase 3.
0 likes • Aug 3
@Frederico Peixoto Good morning Frederico. Thank you for claryfing.
START HERE: Read this before you do anything else
Welcome to PMKinetic CPMAI Academy. Start here, it takes two minutes. Introduce yourself in the comments below so we know what you are preparing for and how to help you. Everything else in the community is open to you from day one, but people who say hello get answers faster, because we know what they need. Tell us three things. Copy the format and reply below: 1. CPMAI goal and date. Are you preparing for the PMI-CPMAI exam, and what is your target exam or completion date? A rough date still counts, a booked date is the single biggest predictor of passing. 2. Your AI context. What is your current role, and how do you work with AI, data or machine learning projects today? 3. Your obstacle. What is the one biggest thing stopping you from getting certified right now? Why we ask. Your answers tell us where you are and what to point you to first, and they let you find other members preparing for the same exam. Then, in your first 15 minutes, do these three things: 1. Open the Classroom and start Course 01, Start Here and Orientation. It explains your study path. 2. Take the Diagnostic in Course 01 and post your three weakest areas in Ask a Question with the word diagnostic. We will point you to the right lessons. 3. Answer today's Question of the Day to earn your first points and start climbing from AI Curious toward CPMAI Certified. How this community is organised. Classroom is your step by step path through the six CPMAI phases, exam strategy and mock exams. Ask a Question is where you get help, so be specific. Wins and Exam Passes is where we celebrate every milestone. Question of the Day keeps the six phases sharp. Resources and Templates holds the downloads. One rule above all. We protect exam integrity. Never share or request real exam questions. Everything here is built to make you genuinely ready. Post your introduction below and say hello. We reply to every one.
0 likes • Jul 24
1. CPMAI goal and date. Goal = Pass; Date: Not set 2. Your AI context. Project portfolio manager overseeing AI projects in my portfolio as well as using AI for project portfolio mangement purposes (resource optimzation, dependency management, etc.) 3. Your obstacle. Fear. Already failed two times (never failed any of my 3 PMI exams before)
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Active 22d ago
Joined Jul 24, 2026