Musings of an Old Chemist

A Chemist's Perspective on the Habits and Skills STEM Students Need For Success

Tag: knowledge retention

  • The Grade Illusion: Why High Test Scores Don’t Necessarily Equate With Concept Mastery (And How to Fix It)

    The Grade Illusion: Why High Test Scores Don’t Necessarily Equate With Concept Mastery (And How to Fix It)

    If you are an aspiring STEM student, or the parent of one, I want you to consider a terrifying possibility: It is possible to have a 4.0 GPA and know/retain almost nothing.

    I saw this contradiction in the students I would tutor. They were bright, hardworking, and ambitious. They had mastered the art of getting the “A.” They knew how to take tests, follow instructions, and allocate their time to receive a high score.

    However, if I asked them to apply a physics concept from two weeks before to a new problem assigned that day, they would freeze. Their knowledge of the material (data) was gone.

    This is the Grade Illusion. We have built an educational culture – especially in high-stakes fields like STEM, where the “High Score” has become the product. But in the real world, the test scores from high school and college courses are irrelevant. The only thing that matters is mastering the content.

    If you want to survive the transition from “A-student” to “successful scientist,” you need to understand how your own mind works. You need to stop renting knowledge and start owning it.


    The Knowledge Retention Misconception: RAM vs. Hard Drive

    To understand why intelligent students often feel like impostors, we need to examine how the brain stores information.

    Think of your brain like a computer. You have two types of storage:

    1. RAM (Random Access Memory): This is short-term, high-speed memory storage. It holds the data you need right now. It is volatile; when the power cuts (or the test ends), the data is wiped to make room for the next task.
    2. The Hard Drive: This is long-term storage. It is slower to write to, but the data remains there forever, ready to be recalled years later.

    The modern educational system encourages you to use your RAM, not your Hard Drive. We call this Cramming, or as we discussed in an earlier blog post, the act of memorization/regurgitation.

    When you cram for a calculus midterm, you are loading complex formulas into your RAM. You hold them there—stressfully—for 24 hours. You walk into the exam, dump the RAM onto the paper, and get a 95%. You feel successful. 

    But 48 hours later, that RAM is cleared to make space for Chemistry. The “Save to Hard Drive” function never happened.


    The Science of Forgetting

    This isn’t just a metaphor; it is a biological fact. In the late 19th century, psychologist Hermann Ebbinghaus mapped the “Forgetting Curve.”

    The curve shows that without deep processing (the struggle necessary to understand something), humans lose roughly 50% of new information within a day and 90% within a week.

    The student who crams and gets an “A” peaks at 100% on Tuesday morning. By next Tuesday, their retention dropped to nearly the same level as that of the student who failed. The grade is a record of what you knew for one hour, not what you carry into your career.

    From an economics perspective, consider this as the difference between Renting and Owning.

    • Cramming is Renting. You pay a high price in stress and sleep deprivation. You get to “live” in the knowledge for a day. But once the test is over, your “lease” is up, and you are evicted. You have zero equity.
    • Deep Learning is Owning. You pay a “mortgage” of daily, consistent study. It feels slower. It feels harder. But two years later, when you are designing a load-bearing bridge, for example, that physics principle is yours.

    The Illusion of Competence

    “But I got an A!” you might argue. “The test says I know the material.”

    Does it?

    In 1956, in the publication “Taxonomy of Educational Objectives: The Classification of Educational Goals,” a committee of educators chaired by Benjamen Bloom developed a framework to rank levels of understanding called “Bloom’s Taxonomy.”


    Shutterstock


    Most high school tests—and frankly, many college exams—operate at the bottom three levels: Knowledge (learn the formula), Comprehension (understand when to use the formula), and Application (plug numbers into the formula).

    If you are good at memorization, you can ace these tests without ever moving up the pyramid. But a career in STEM fields lives entirely at the top three levels:

    • Analysis: Why did the experiment fail?
    • Evaluation: Which method is best for this specific application?
    • Synthesize (Create): Develop an improved solution that isn’t in the textbook.

    The Illusion of Competence

    This creates the Illusion of Competence. You have a transcript full of “A’s” that certify you are an expert, but your internal drive has never been stress-tested at the “Analysis” or “Synthesis” level. When you eventually hit a problem that requires those skills, you don’t just struggle—you crash.

    The most dangerous side effect of the Grade Illusion isn’t academic; it’s psychological.


    The Performance = Identity Misconception

    When you spend your entire life chasing the “High Score,” you begin to associate your Performance with your Identity. You believe the equation: My Grade = My Worth.

    In STEM, this is lethal. In English class, a grade of “C” might seem subjective. In Physics or Chemistry, a “wrong answer” is objectively wrong. If you tie your self-worth to getting the right answer, every mistake feels like a character flaw.

    You need to adopt the mindset of a Scientist:

    • You are the Learning Process itself. You are the curiosity, the work ethic, the resilience.
    • The Grade is just Data. It is simply the output of a single, specific experiment on a single specific day.

    For example, if a Ferrari engine performs poorly because it had bad fuel, we don’t say the engine is trash. We say the input (fuel) was wrong. Similarly, if you fail a test, it doesn’t mean you are broken. It means your variables—your study habits, your sleep, your preparation—were off.

    A bad grade is not your identity. It is guidance.


    Breaking the Cycle

    Ready to shift from being a “Grade Hunter” to a true “Learner”? Use these two simple techniques to pinpoint where you are in that transition and determine the necessary steps to move forward.

    1. The “Two-Week Audit.”

    I challenge you to a challenging experiment. Take a test you aced two weeks ago. Sit down and take it right now, without reviewing your notes.

    The difference between your score then (95%) and your score now (55%) is your Fake (Lost) Knowledge. That 40-point gap represents wasted energy. It is time spent renting, not owning. If the gap is huge, your study method is broken, regardless of your GPA.

    2. The Feynman Technique (The Ownership Test)

    Physicist Richard Feynman had a simple rule for understanding, which he borrowed from Albert Einstein. To prove you have mastered a concept, you must be able to explain it in simple language, without jargon, to someone who has no background in the topic (like a smart 12-year-old).

    If you can’t explain it simply, you don’t understand it. You have only memorized the definition. You are stuck at the bottom of Bloom’s Taxonomy.


    The Bottom Line

    The world is full of influencers and algorithms showing you the easy way to obtain a high test score on the ACT and achieve the most sought-after degrees, jobs, and accolades. Yet they rarely show you how to retain the knowledge required for long-term success.

    Success in STEM requires three “old school” prerequisites that cannot be skipped: Curiosity, a Passion for Learning, and a Passion for Solving Problems.

    If you have these, the grades will eventually follow. But more importantly, later in life, when the grades stop mattering, the expertise will remain.

  • Beyond the Textbook: Why Critical Thinking is Your Ultimate STEM Skill

    Beyond the Textbook: Why Critical Thinking is Your Ultimate STEM Skill

    As a STEM student, you’re constantly immersed in data, complex equations, and technical concepts. You’ve known and mastered the Scientific Method—observing, hypothesizing, experimenting, and concluding—but that structured process is only half the battle. The other, perhaps more crucial, half is Critical Thinking. While the Scientific Method is a rigid framework for inquiry, critical thinking is the flexible process that drives it. It’s the difference between merely memorizing a formula and truly understanding its foundations and limitations. For you, this means going beyond rote learning to actively and skillfully analyze, synthesize, and evaluate the information you encounter in the lab, the lecture hall, and the world around you.

    This analytical mindset comprises several core skills essential to your future, regardless of which career path you choose.. 

    First, you must develop a relentless habit of questioning information. Don’t just question external sources; turn that rigorous examination onto your own work. You must constantly ask: Is this data truly reproducible? Are my initial assumptions that led to this result reliable? This internal skepticism is key. 

    Second, the ability to perform careful error analysis is primary. This means moving past simply reporting a “failed” test and instead recognizing the subtle flaws in your experimental design, data collection methods, or calculations. Master the ability to identify the sources of error in your experiment. This isn’t about placing the blame on yourself or others; it’s about learning and improving. 

    Third, you must effectively evaluate information sources. When researching a project, learn to distinguish sound, evidence-based conclusions from claims based upon false assumptions or bias. This skill is vital when designing an experiment or reading specialized technical literature.


    Real-world Example: Evaluating an Information Source

    A thoughtful, analytical evaluation of an Information source serves as an excellent example of applying this critical evaluation skill—essential for navigating the complex media environment today. All too frequently, we accept what we encounter online or on message boards as fact. Regardless of whether we agree with the content or not, we rarely take the time to determine its validity. This requires a rigorous assessment of the information’s credibility, accuracy, and fairness. 

    Your process begins with understanding who the source is; this means performing quick additional research to assess who created the content, including the purpose behind the creation of the content and any editorial bias, while verifying the author’s expertise. Highly sensational headlines or anonymity should immediately raise your suspicion. 

    Next, shift your focus to fact-checking the content itself. Examine the quality of evidence, looking specifically for hard data, statistics with cited methodologies, and primary sources, while simultaneously checking the language for emotional arguments or wording that signals an intent to persuade or distract you intentionally, versus simply reporting objectively. 

    Finally, your evaluation must thoroughly assess the argument’s fairness and completeness. This means checking that the source acknowledges and fairly represents opposing viewpoints, offers criticized parties a chance to respond or rebut the information or opinion, and avoids relying on unstated, implied assumptions.

    Ultimately, this comprehensive process moves you beyond merely accepting the Information as fact, leading you to an informed decision about the material’s actual validity and practical usefulness.


    Conclusion

    Critical thinking is the key factor that elevates a capable STEM student into an innovative and successful scientist or engineer. It’s the powerful mechanism that allows you to process complex, unstructured data, recognize underlying patterns, and formulate valid logical conclusions where standard solutions may not exist. This skill deepens comprehension and improves retention, translating theoretical concepts into practical, usable knowledge for your future development.

    I strongly urge you to cultivate your expertise in challenging assumptions, analyzing evidence, and applying logical reasoning now. By doing so, you position yourself as an active contributor in your field, not merely a passive learner and recipient of information. As the volume of data and pace of technology accelerate, remember this lasting truth: your most indispensable tool for lifelong learning and effective problem-solving isn’t the newest gadget or a sophisticated piece of machinery. It is your inherent capacity to think in an evidence-based, exact, and open-minded manner.