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Orientation Research and Resource Selection

Research reviewed 2026-10-27. The aim is to support durable learning and sound judgment. No orientation module can guarantee an engineering percentile or immunity to future industry changes.

Current placement​

Reading/evidence, communication/feedback and sustainable-study instruction now lives in Launchpad, with programming-free examples. The learning/calibration module remains here. The research below remains applicable; see the new placement and digital/AI rationale for the updated sequence and workload.

Gaps found in the existing curriculum​

Launchpad already covers routine, identity-based habit ideas, environment design, tracking and recovery. Programming Basics adds design, debugging and delayed checks. The responsible-AI strand already covers assistance disclosure, ethics, privacy and accessible tooling. Repeating these would add workload without a clear new outcome.

The new modules instead make four under-taught processes explicit: checking whether learning transferred, reading and evaluating claims, making reasoning available for feedback, and revising commitments when circumstances change. Their shared integration route avoids separate duplicate projects.

Evidence that informed the design​

  • Learning and memory: the IES practice guide recommends spacing, quizzing and alternating worked examples with problem solving. Its recommendations carry different evidence ratings. This supports the direction of Module 4; it does not validate our exact hour estimates or chosen review intervals.
  • Confidence versus performance: Deslauriers et al. (2019) compared perceived and measured learning in introductory physics. We use the distinction to require a performance check, without treating discomfort as proof of learning or generalizing the classroom result to every self-study task.
  • Source evaluation: Brodsky et al. (2021) studied lateral-reading instruction in college civics. Module 5 adapts source-tracing practice to learning and technical claims. Transfer to engineering judgment remains something to demonstrate.
  • Communication: Waterloo's feedback guidance and group-work guidance supply practical teaching approaches. They are not a controlled evaluation of our orientation lab.
  • Sustainable planning: Cornell's time-management guidance informs the use of realistic weekly plans. Buffers, two-session observations and the disruption rehearsal are our curriculum choices. We do not claim a universally optimal block length or a scientifically proven perfect routine.

Selective books and courses​

Make It Stick, by Peter C. Brown, Henry L. Roediger III and Mark A. McDaniel: authors' site. Optional depth for retrieval and calibration; consult relevant sections in a legal copy after an attempt. It is a synthesis and teaching resource, not proof of every productivity claim associated with it.

Learning How to Learn: official course. Optional alternative presentation of memory and learning strategies. Access terms may change; no paid certificate or complete-course requirement is added.

The Craft of Research, fifth edition, Booth, Colomb, Williams, Bizup and FitzGerald: publisher. Optional sections on questions, claims, evidence and explanation. A full research paper belongs later; this module uses a short evidence note.

Calling Bullshit: Data Reasoning in a Digital World, Carl Bergstrom and Jevin West: course site. Select one quantitative-reasoning case. The title's rhetorical style need not become your style of communication.

Required work can be completed from the original local lessons and free linked guidance. No purchase, full-book conversion or extra course completion is necessary. Keep the existing Atomic Habits route as a practical framework, while evaluating its recommendations against your constraints and actual learning evidence.

What we deliberately leave out​

Fixed learning-style labels, speed-reading promises, mandatory early rising, perfect streaks and guaranteed performance multipliers do not become requirements. Neither motivational slogans nor a large reading list substitutes for examples, feedback and independent attempts. Physical or mental-health disclosure is not part of assessment; practical support can be planned privately.

Validation still needed​

Check that learners understand the prompts, record actual focused time separately from waiting, observe delayed performance, and ask an independent reviewer to grade a sample using the stated criteria. Revise tasks if they create paperwork without useful decisions. A single learner's improvement is useful feedback, not proof that the module caused it.