ERW CommandOilfield

THE INTELLIGENT OILFIELD LEADERSHIP PROGRAMME

Leadership that closes the loop.

10 Sessions · 25 Minutes Per Day · Two Weeks · Free · For leaders in Nigeria’s oil and gas sector
Free, and open now  ·  no cohort dates, no deadlines, no card — sign in with your Google account and start
Coach Ritchie, the ERW AI assistant
Welcome

Hello — I am Coach Ritchie. I am the AI assistant for this programme. Ritchie Wingo built me, and your work is marked against the rubric he published; anything that falls below the mark to continue, he reviews himself, because that is the point at which a person needs help rather than a score. I am here for the moments in between, when the steering committee meets on Monday and you want to argue a point through with someone first.

Ten sessions, twenty-five minutes a day, two weeks. An oilfield produces through the interaction of geology, wells, equipment, people and commercial arrangements, and the operator and the service company each hold a different fragment of the same truth. AI becomes useful when leadership understands those interactions and assigns responsibility for acting on the evidence.

Every assignment is about your company and one real decision in it, and every assignment comes back with a written letter: what holds up and why, and where something is thin, exactly where to look. By Session 10 you will hold a signed first-year operating programme for your company.

Ask me anything as you work and I will help you think it through, but I will not write your plan for you, I do not give investment, legal or engineering advice, and I switch myself off while you sit a quiz or an exam.

Coach RitchieERW AI Assistant · the programme is taught by Ritchie Wingo, who reviews every assignment marked below the pass

Start here — it takes about two minutes

There is nothing to buy and no licence key to redeem. You sign in with your Google account so that your work can be marked and returned to you, your progress page follows you between devices, and your certificate can be issued in your own name.

SIGN IN

With your Google account. Name, email, the company you work for and your role — that is the whole enrolment.

SESSION 1

Leadership that closes the loop. Name your company, your side of the operator–contractor relationship, and one decision whose loop you will map.

EVERY SESSION

Twenty-five minutes, then one written assignment. It is marked against a published rubric and comes back as a letter.

SESSION 10

You assemble and sign your ninety-day plan, sit the final, and your certificate is issued.

Sign in and start — free →

Already started? Open my progress page →  ·  Just looking? Read Week 1 →

What you walk away able to do

This programme assumes you are not a data scientist and do not intend to become one. It ends with you able to demand that a model answers a defined question, uses information available at decision time, beats a credible alternative and stays within its limits — and that a benefit claim separates what was observed from what is estimated.

Lead the combined system

Begin with the constraint, build a decision portfolio, and keep operating results apart from incentives.

Write the field data contract

Define the observation before the model, preserve missingness, and design the operator and contractor exchange.

Choose and evaluate models

A credible alternative, an abstention policy, evaluation that matches deployment, and intervals read honestly.

Put intelligence in the oilfield

Subsurface, reservoir, drilling, production, reliability, integrity and digital twins — each tied to an action.

Run the intelligent service company

Tenders, quotes, mobilisation, execution evidence, job economics and reports that teach.

Hold the safety boundary

Prediction is not protection; obligations as controlled records; Nigerian capability made measurable.

Control generative AI and agents

Retrieval built around authority, bounded tools, security and a planned model lifecycle.

Prove value and deliver the year

The investment case with its counterfactual, roles and adoption, and a first-year programme paced by evidence.

Who this is for

It is written forIt is not written for
Managing directors and executives of oilfield operators and asset ownersEngineers looking for model-building or coding work — that is a different course
Leaders of oilfield service companies and contractors — operations, business development, finance and HSE togetherAnyone looking for engineering, legal or regulatory advice on a specific asset or contract
Technical directors, asset managers and maintenance, integrity and production leadersAnyone wanting a certificate without writing about a real company
Assurance, information-security and commercial leaders who must test what an AI claim is worthAnyone expecting twenty minutes of video and a pass

What you leave with: the ninety-day plan

This programme does not end in a folder of notes. In Session 1 you name your company, its side of the operator–contractor relationship, and one decision whose loop you will map, and every session after that writes one section of a single document — your First-Year AI Operating Programme — around it. By Session 10 you assemble and sign it. Written properly, it is the paper you table at your next executive committee or board meeting.

WeekSections you write
Week 1
Leadership, Foundations and Intelligence in the Oilfield
1. Section 1 — Our company, our side of the operator–contractor relationship, and the one decision whose loop we will map.
2. Section 2 — Our binding constraint, decision portfolio and field data contract.
3. Section 3 — The credible alternative, the model task, the abstention policy and the evaluation design.
4. Section 4 — Where subsurface, reservoir or drilling intelligence changes an action in our business, and what information is worth buying.
5. Section 5 — Our field application: the system it optimises, the alert policy, the integrity evidence and degraded operation.
Week 2
The Service Company, Trust and Delivery
6. Section 6 — Our tender, quote and mobilisation decisions and the controls they need.
7. Section 7 — From plan to collected cash: our execution evidence, job economics and reporting discipline.
8. Section 8 — Our protection boundary, our obligations as controlled records, and measurable Nigerian capability.
9. Section 9 — Our generative-AI bounds, lifecycle controls and investment case.
10. The assembled, signed First-Year AI Operating Programme.
Said plainly: the plan is only as good as the honesty you put in it. Every assignment asks about your real company — your real decisions, your real data, your real owners and evidence. Write about a hypothetical company and you will pass nothing, because the rubrics ask for evidence, owners and decisions.

The certificate

This programme is free, and nothing is upsold to you inside it. When you finish, you receive an ERW CommandOilfield certificate of completion in your own name — issued on a pass, not on attendance.

To receive itWhat that means
Every assignment passedSessions 1 to 9, each marked at 70 or above against its published rubric. Work below the mark comes back with what to fix; resubmit and the new mark replaces the old one.
The capstone passedYour signed First-Year AI Operating Programme, Session 10, marked at 70 or above.
The Final Exam passedFifteen questions, three of them rebuilt from your own earlier mistakes, at 70 or above.

The certificate is emailed to the Google address you signed in with. It certifies completion of an ERW leadership programme; it is not a professional licence, an engineering qualification or a university award.

How this works

1 · Learn

One session a day, twenty-five minutes. Each one teaches part of the doctrine and makes you use it on your own company.

2 · Write

Every session ends in a written assignment — a decision map, a data contract, an evaluation design, a plan section. Four hundred to nine hundred words.

3 · Get marked

Against the rubric printed under the assignment. A written letter comes back, usually within minutes.

4 · Sign the plan

Session 10 assembles nine sections into one document, then the final exam — three of whose questions are rebuilt from your own mistakes.

What happens when you submit

No mystery, and no waiting days for a mark. Here is the whole loop.

STEP 1You submit

One document per session — Word or Google Docs — with the first line reading Session: N. Your own company, your own numbers.

STEP 2It is marked

Against that session’s published rubric, criterion by criterion. The same rubric every time, for everybody.

STEP 3A letter comes back

Not a score — a letter naming what holds up, what is asserted without evidence, and exactly where to look to fix it.

STEP 4It becomes a plan section

Your mark joins your progress page and the corrected section goes into your plan, so Session 10 is assembly rather than writing.

What a marked assignment looks like

An illustration of the letter format, using Session 3’s real rubric.

CommandOilfield — Session 3 — MarkedModels That Fit the Decision, and Honest Evaluation79 / 100
The rubric, criterion by criterion
CriterionAwarded
Describes the credible alternative concretely enough to be measured24 / 25
States the task with its timing, and links the output to an explicit decision policy19 / 20
Gives a distinct response and responder for each abstention condition20 / 25
Designs evaluation that matches deployment, with workload and separate evidence for prediction, transfer and causal effect16 / 30
What you did well
  • Your credible alternative is what your company actually does today, described well enough to be measured against — not a strawman the model is certain to beat.
  • Your abstention policy names what the application does and who responds for each condition, so an uncertain output becomes a decision rather than a warning nobody owns.
  • You chose a chronological split with withheld assets, which matches how the model will be used.
Where to look
  • You report a single accuracy figure for a rare event. Report recall and precision, and the alert workload your team can actually handle.
  • Your interval paragraph reads as a promise for every well. Say what the interval does and does not promise, and what you will do when the commitment falls inside it.
  • The honest paragraph describes the industry. Describe your own company: where did it last accept an impressive single figure?
Below 70? Work comes back with what to fix rather than a grade. Fix it, resubmit, and the new mark replaces the old one. Nothing about this programme is a trap.

The 10 sessions

Two weeks. Five sessions a week, twenty-five minutes each, at whatever pace your diary allows. Every session ends in one written assignment about your own company, and every assignment becomes a section of your ninety-day plan.

Assessments

Five papers, marked the moment you submit, every question returned with the reasoning behind it. Two pop quizzes of five questions, two practice exams of fifteen, and a fifteen-question final. You are never left to guess when to sit one: the session that opens a paper says so, prints the paper beside its assignment, and flags itself on the session tab — and your progress page always names the paper due now. Closed book, no notes, and Coach Ritchie switches himself off while you sit one. Pass mark 70 — and you may resit the practice papers as often as you like.

Practice Exam 1 — Foundations and the Oilfield

15 questions · after Session 5, closing Week 1

Practice Exam 2 — Full Syllabus

15 questions · after Session 9, before the final

Final Exam

15 questions · in Session 10

The Capstone — your First-Year AI Operating Programme

Nine sections written one per session, assembled and signed in Session 10: the decision whose loop you mapped, its data contract, the model and its evaluation, the field and service decisions it touches, its safety and regulatory boundaries, its controls and investment case — laid out across the first year.

The book behind the programme

The Intelligent Oilfield and Oilfield Services by Ritchie Wingo, front cover

The Intelligent Oilfield and Oilfield Services — An Operating Doctrine for AI in Nigerian Oilfield Operations and Services. A reader toolkit and twenty-four chapters across five parts: leadership and trustworthy foundations; intelligence in the oilfield; the intelligent oilfield service company; trust, safety and controlled intelligence; and capital, adoption and executive delivery. It treats the operator and the contractor as one operating system, because each holds a different fragment of the same truth.

These 10 sessions teach the doctrine and make you use it. The book carries what twenty-five minutes cannot: every chapter in full, eight appendices — decision records, technical model specifications, eight worked decision models, operating playbooks, executive review questions, a glossary, advanced validation methods and an integrated operator and contractor exercise — and the source list behind its legal and technical references.

Nothing in this programme depends on buying it. Every session, paper and certificate is free whether you own the book or not.

The Intelligent Series. The Intelligent Oilfield and Oilfield Services is one book in Ritchie Wingo’s Intelligent Series, alongside The Intelligent Barrel, The Intelligent PIA, The Intelligent Refinery, The Intelligent AI Governance, The Intelligent Power and The Intelligent Terminal. Visit the Intelligent Series site →

Resources

The Doctrine Card

The whole programme on one printable page — the six tools, the five permissions, the evidence standard and the first-year programme. Keep it beside you from Week 1.

Submission template

The document every assignment is written in — opens in Word or Google Docs, with the first line already correct.

Session 1, open to everyone

Read the first session before you sign in, and decide for yourself whether the rest is worth two weeks.

My progress & letters

Your marks, your letters, your plan sections and your paper results, in one place.

House rules

Questions people ask first

QuestionAnswer
Is it really free?Yes. No card, no key, no paid tier. The certificate is free too. The book is available separately for anyone who wants the full chapters, figures and sources, and nothing in the programme depends on it.
How much time, honestly?Twenty-five minutes of reading and thirty to sixty minutes of writing per session. Call it five to eight hours over two weeks, and rather more if you do the capstone properly.
Do I need a technical background?No. The technical sessions teach you what to ask, not how to build. You need a real company, a real decision, and the willingness to look at both honestly.
Is this specific to oil and gas?Yes. It is written for Nigeria’s oilfield operators and service companies. Every session sets an operator case beside a service-company case, because the two hold different fragments of the same truth.
Is this investment or legal advice?No. It is an operating doctrine for leaders. Figures and regulator facts are taught only as the book states and sources them.
Can my leadership team do it together?Yes, and it works better that way — but each person signs in and submits their own work, because the plan is only useful if it is argued over.
What if I miss a week?Nothing happens. There are no cohort dates and no deadlines. Your progress waits for you.
Who marks it?It is marked against R. Wingo’s published rubric, criterion by criterion, the same way every time. Anything that comes out below the mark to continue, he reviews himself before it reaches you. Coach Ritchie helps you think; he does not mark and he does not write your plan.