Transmigrated as the Villainess, my University Romance went Off Script
Chapter 232: a small correction
Chapter 232: Chapter 232: a small correction
Reading & Composition
The transition to Reading & Composition changed the atmosphere entirely.
Their next class was held in the smaller seminar room they had used the previous week.
Only around thirty students were present.
The desks were arranged in a semicircle, with Professor Marlowe’s desk at the open end.
Vivienne took her usual seat between Claire and Eleanor.
Amelia sat across from them.
Professor Marlowe entered carrying a stack of books beneath one arm.
She placed them on her desk before turning toward the class.
"Good morning."
"Good morning, Professor."
She glanced briefly at the clock.
"Before we continue with today’s lesson, I’d like to spend a few minutes reviewing the principles we’ve covered over the past several weeks."
Several students opened their notebooks.
Professor Marlowe turned toward the board.
She wrote:
ARGUMENT
EVIDENCE
ANALYSIS
INTERPRETATION
"You should now be familiar with these four concepts."
She underlined ANALYSIS.
"But familiarity is not the same thing as mastery."
A few students smiled.
"By next week, you’ll be expected to apply these principles under examination conditions."
The room became noticeably more attentive.
Professor Marlowe continued.
"So today, we’re going to practice something that many otherwise excellent students struggle with."
She wrote another question beneath the first.
What does the evidence actually prove?
"Not what do you think it suggests."
"Not what would make your argument more interesting."
"What does the evidence actually allow you to conclude?"
Vivienne leaned forward slightly.
That sounded useful.
Professor Marlowe distributed a short passage.
"Read the first two pages."
"Then identify the author’s central claim."
The room gradually fell silent.
Pages turned.
Pens moved.
Vivienne read the passage twice.
It was an editorial written several decades earlier, arguing that rapid industrialization had improved the quality of life for the working population.
The author’s position seemed straightforward.
Industrialization had increased production.
Wages had risen.
Manufactured goods had become more affordable.
Therefore, the author argued, ordinary workers were better off than they had been before.
Vivienne frowned slightly.
Something about the conclusion bothered her.
Professor Marlowe gave them several minutes before looking around the room.
"All right."
"Who would like to identify the author’s central claim?"
A student near the front raised his hand.
"That industrialization improved the living standards of the working population."
"Good."
"And what evidence does the author use?"
Another student answered.
"Rising wages."
"Increased production."
"Lower prices for manufactured goods."
Professor Marlowe nodded.
"Excellent."
She turned toward the class.
"Now."
"What is the weakness?"
Silence.
Vivienne looked down at the passage again.
Her hand rose.
Professor Marlowe noticed.
"Miss Beaumont?"
Vivienne glanced once at the text.
"The author assumes that higher wages automatically mean higher living standards."
Professor Marlowe nodded.
"Go on."
"There’s no discussion of working hours."
Vivienne traced a line in the passage with her finger.
"Or working conditions."
"And we don’t know whether the cost of necessities increased at the same time."
"So the evidence might show that workers earned more money..."
She paused.
"But it doesn’t necessarily prove that their overall quality of life improved."
Professor Marlowe smiled.
"Good."
She wrote on the board:
EVIDENCE ≠ CONCLUSION
"That’s an important distinction."
Vivienne leaned back slightly.
She was pleased with herself.
That had been a good answer.
At least, she thought it had.
Professor Marlowe continued.
"Now let’s make the question slightly more difficult."
She looked toward the class.
"Suppose the author responds that we have other historical evidence demonstrating improved living conditions during the same period."
"Would that solve the problem?"
Vivienne considered it.
"Not necessarily."
"Why?"
"Because we’d still have to establish that industrialization caused the improvement."
Professor Marlowe nodded.
"Exactly."
Vivienne added,
"Otherwise we’re confusing correlation with causation."
A few students nodded.
Professor Marlowe smiled.
"Very good."
Then she turned toward the board.
"So now we have two questions."
She wrote:
Is the evidence sufficient?
Does the evidence establish causation?
"Those are different problems."
Vivienne copied them down.
She was beginning to understand where the lesson was going.
Professor Marlowe handed out another short passage.
"This time, I want you to identify the author’s strongest assumption."
The students began reading again.
After several minutes, Professor Marlowe looked up.
"Miss Beaumont?"
Vivienne looked up.
She had been expecting it.
"I think the author’s assumption is that because the policy produced the intended result in one region, it would produce the same result elsewhere."
Professor Marlowe tilted her head.
"Why?"
"Because the author doesn’t account for differences between the regions."
"Such as?"
"Population."
"Existing institutions."
"Local economic conditions."
"Political structure."
Vivienne paused.
"So the argument takes a result from one context and treats it as universally applicable."
Professor Marlowe nodded.
"That’s a reasonable interpretation."
Vivienne smiled faintly.
Another point.
She was getting the hang of this.
Then Evelyn raised her hand.
Vivienne noticed.
Of course.
Professor Marlowe looked toward her.
"Miss Sinclair?"
Evelyn glanced briefly at Vivienne’s notes before turning back to the professor.
"I agree that the author generalizes from one region to another."
She paused.
"But I don’t think that is necessarily the strongest assumption."
Vivienne’s eyes narrowed slightly.
Professor Marlowe gestured for her to continue.
"The more fundamental assumption is that the similarity of the outcomes implies that the same causal mechanism produced them."
Vivienne’s expression changed.
Evelyn continued calmly.
"The differences between the regions are relevant, but Miss Beaumont’s answer assumes that the author’s conclusion depends primarily on those contextual differences."
She looked toward the passage.
"It may instead depend on whether the policy itself was responsible for the outcome."
The room was quiet.
Professor Marlowe nodded slowly.
"Excellent."
Evelyn continued.
"If the author wants to establish causation, he needs to demonstrate more than similarity between the cases."
"He needs to eliminate—or at least address—alternative explanations."
Professor Marlowe smiled.
"Exactly."
She turned back toward the board.
ALTERNATIVE EXPLANATIONS
"That is the missing step."
Vivienne stared at her notes.
For a moment, she said nothing.
She couldn’t really argue with the point.
Evelyn had found the gap.
And worse—
it was a good point.
Professor Marlowe looked toward Vivienne.
"Miss Beaumont?"
Vivienne looked up.
"Do you agree with Miss Sinclair?"
There it was.
Vivienne glanced toward Evelyn.
Evelyn’s expression was perfectly composed.
That calm, reasonable expression somehow irritated her more than if she’d been openly smug.
Vivienne leaned back.
"I suppose she’s right."
Evelyn’s eyes remained on her.
Vivienne smiled faintly.
"Although I don’t think my answer was wrong."
Evelyn replied evenly.
"I didn’t say it was."
"You said it wasn’t the strongest assumption."
"Yes."
"So you thought it was insufficient."
"Not insufficient."
Evelyn paused.
"Less fundamental."
Vivienne stared at her for a moment.
Then gave a tiny smile.
"That’s a very elegant way of saying it."
A few students nearby looked between them.
Professor Marlowe’s eyebrows lifted slightly.
But Vivienne wasn’t finished.
"Still..."
She tapped her pen lightly against her notebook.
"If the author’s comparison ignores differences between the regions, then those differences could still invalidate the causal claim."
Evelyn nodded.
"They could."
"Which means my point still matters."
"Of course."
"Then we’re agreeing."
"On that point."
Vivienne’s smile tightened.
"How generous."
Evelyn’s expression remained perfectly calm.
"I wasn’t trying to be generous."
For a second, the room went very quiet.
Then Professor Marlowe cleared her throat.
"Excellent."
Both women looked toward her.
She smiled.
"This is precisely what academic discussion should look like."
She turned toward the class.
"Miss Beaumont identified a genuine weakness in the argument."
"Miss Sinclair identified a deeper problem within that weakness."
"Neither observation invalidates the other."
She underlined both points on the board.
"Good analysis does not require us to find one person who is correct."
"Sometimes..."
"One argument simply takes us further."
Vivienne looked at the board.
She understood the professor’s point.
She did.
But she still didn’t particularly like the fact that Evelyn had been the one to take her argument further.
She closed her notebook.
Fine.
Evelyn had won that exchange.
Technically.
Vivienne could live with that.
For now.
Across the room, Evelyn returned her attention to her notes.
She wasn’t smiling.
But she had noticed the slight irritation in Lady Beaumont’s expression.
And, despite herself, she found it satisfying.
Professor Marlowe continued the lesson.
But something had changed.
The class was still a class.
The discussion was still academic.
Yet now, whenever one of them raised a hand...
The other noticed.
And neither seemed particularly interested in yielding the floor.
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