Pomona College

The committee largely agreed that your application tells a clear economics story: microfinance research, a podcast explaining economic ideas, and leadership in finance education all reinforce the same intellectual direction. That coherence impressed several reviewers and suggests genuine curiosity about development economics and financial access. The main debate centered on whether the work shows original economic thinking or mostly participation in opportunities that your environment made available. Without clear evidence of independent analysis—and without seeing your course rigor—the committee hesitated to place the application in the top tier. Right now you look like a strong economics applicant, but not yet an unmistakably distinctive one. The biggest opportunity is to convert your existing experiences, especially the microfinance research and podcast, into visible intellectual output that clearly comes from you.

Top Actions

Key Strengths

• Strong academic baseline with a 3.86 GPA.
• High SAT score (1480), indicating solid academic ability.
• Clear stated academic direction (Economics), which could become compelling if supported by coursework and intellectual exploration.

Critical Weaknesses

• Current profile relies heavily on two numbers (GPA 3.86, SAT 1480), which the committee notes do not differentiate applicants at highly selective colleges without transcript rigor and contextual signals.
• No evidence yet of quantitative preparation for Economics (math progression, performance in advanced math, or analytical coursework).
• No demonstrated motivation or intellectual engagement in economics; the major choice alone is viewed as common and not meaningful without supporting activities, essays, or projects.

Power Moves

• Demonstrate rigorous math preparation on the transcript, ideally showing progression into advanced or the most challenging math courses available.
• Provide concrete evidence of intellectual engagement with economics outside normal coursework (independent reading, research, policy exploration, data analysis, debate, or related projects).
• Secure teacher recommendations that explicitly highlight analytical thinking, curiosity, and initiative in academic work.

Behind Closed Doors – Final Committee Simulation

Opening Review

The committee gathers around a long table. Folders and laptops are open. Sarah begins the discussion while the others skim the application summary.

Sarah: Alright, next file: Priyanka Sharma. Applying to Pomona for Economics. GPA listed as 3.86 and SAT 1480. Student is from California. That’s the core of what we have in the summary view so far.

Director Williams: Good starting point. Before we dive too far, let’s keep ourselves disciplined about what we actually know versus what we’re assuming. Right now we have GPA, SAT, intended major, and state.

Dr. Martinez: Which means we’re still missing most of the context that usually drives a decision. No course list in front of us yet, no activity summaries, no recommendations, no essays.

Rachel Torres: Right. So at this stage it’s really a first numerical and directional scan rather than a full read.

Sarah: Exactly. With a GPA of 3.86, the immediate question for me is grading context. Is that weighted or unweighted? How rigorous is the curriculum? What courses were available at their high school? Without that information, the number alone doesn’t tell us enough.

Dr. Martinez: Same with the SAT. A 1480 is clearly a strong score. But standardized testing at this level doesn’t differentiate students very much unless there’s additional academic signal around it—course rigor, academic projects, teacher comments about intellectual curiosity.

Director Williams: And since the intended major is Economics, we’ll eventually want to understand preparation in math and analytical coursework. Economics here is quantitative. That doesn’t mean every applicant needs the exact same background, but we do look for evidence that they can handle analytical reasoning.

Rachel Torres: Another early question is motivation. Economics is one of the most commonly selected intended majors. Sometimes students choose it because it feels broadly useful rather than because they’ve deeply explored the field.

Sarah: Right. The essays and activities usually clarify that. Are they interested in economic research? Policy? Business? Data analysis? Development economics? Behavioral economics? The major label alone doesn’t tell us much.

Dr. Martinez: I also want to know what intellectual engagement looks like outside the classroom. With selective liberal arts colleges, we’re often trying to spot students who are curious beyond assignments.

Director Williams: Let’s pause there. At this stage of the read, our job isn’t to fill in missing pieces with guesses. It’s to identify the key questions the rest of the file needs to answer.

Sarah: Agreed. For me, the immediate questions are:

• What does the transcript look like?
• What level of math preparation is present?
• How rigorous was the student’s overall course selection relative to what their high school offers?
• Do teacher recommendations speak to intellectual engagement?

Rachel Torres: I’d add: what does the student care about outside the classroom?

Dr. Martinez: And: do we see initiative in pursuing ideas independently?

Director Williams: Good. Let’s keep those questions in mind as we move forward.

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Academic Context Discussion

Dr. Martinez: I want to linger on the academic preparation piece for a moment, because that tends to be central for students applying to Economics here.

Sarah: Go ahead.

Dr. Martinez: When we read for Economics, we’re not just looking for interest in markets or policy. The curriculum involves modeling, statistics, and data interpretation. Students take courses that require comfort with quantitative reasoning.

Rachel Torres: So what specific signals do you usually look for?

Dr. Martinez: Three main ones. First, math progression. Has the student pursued the most advanced math courses available at their high school? Second, performance in those courses. And third, teacher commentary about analytical thinking.

Sarah: That’s an important distinction. A GPA number alone doesn’t tell us whether the student challenged themselves.

Director Williams: Exactly. A 3.86 could come from a very demanding course load or a more moderate one. Without the transcript context, the number is incomplete.

Rachel Torres: Another nuance is grading culture at the high school. Some schools have significant grade inflation; others grade much more conservatively.

Sarah: Which is why the school profile usually matters so much. It helps us understand what a GPA represents at that particular school.

Dr. Martinez: And because we don’t know anything about their high school yet, we can’t interpret the GPA fully.

Director Williams: This is where experienced readers slow down. It’s easy to overinterpret a couple of metrics. But at highly selective colleges, decisions almost never hinge on a single number.

Rachel Torres: Exactly. Two applicants could have the same GPA and test score but very different academic stories once you look at the details.

Sarah: Let me ask a broader question. Suppose the transcript shows strong math preparation and challenging coursework. How would we interpret the numbers then?

Dr. Martinez: In that scenario, the academic foundation would likely look solid. The next step would be evaluating intellectual vitality. Does the student demonstrate curiosity about economic ideas?

Director Williams: Which we typically see through essays, recommendations, and sometimes independent projects.

Rachel Torres: Right. The best files often show some kind of intellectual exploration—reading, research, debate, writing, or applied work related to their interests.

Sarah: But again, we can’t assume that’s present here. We have to wait for the full file.

---

Extracurricular and Personal Context

Rachel Torres: Since we don’t have the activity list in front of us yet, I think it’s worth discussing how we evaluate extracurricular engagement more generally.

Director Williams: Go ahead.

Rachel Torres: A lot of people assume we’re looking for a specific type of activity—like internships or leadership positions tied directly to the intended major. That’s not really the case.

Sarah: Right. What matters more is depth and commitment.

Rachel Torres: Exactly. We want to see that a student invested real time and energy into something meaningful to them. That could be academic, artistic, community-based, technical, or something else entirely.

Dr. Martinez: And it doesn’t necessarily have to match the intended major.

Rachel Torres: Yes. A student applying for Economics might spend most of their time in music or athletics, and that’s perfectly fine.

Director Williams: The bigger question is what those activities reveal about the person.

Sarah: Persistence, initiative, collaboration, creativity—those kinds of qualities.

Rachel Torres: Also impact. Not necessarily large-scale impact, but evidence that the student engaged seriously with what they were doing.

Dr. Martinez: Sometimes the most compelling activity is simply the one the student clearly cares about.

Sarah: And that often comes through in essays as well.

Director Williams: Which brings us to the narrative question. Every strong application tends to have some internal coherence—something that ties the student’s interests and experiences together.

Rachel Torres: Not in a forced way, but in a way that makes you understand who they are.

Sarah: Right. When you finish reading the file, you should feel like you met a real person, not just a résumé.

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Fit With the Liberal Arts Environment

Director Williams: Let’s talk about institutional fit for a moment. Pomona is a small liberal arts college with an interdisciplinary academic culture. How does that shape what we’re looking for?

Dr. Martinez: Students here take courses across many fields. Even if someone intends to study Economics, they’ll likely explore philosophy, history, literature, or the sciences.

Sarah: So we’re looking for intellectual flexibility.

Rachel Torres: Curiosity beyond a single subject area.

Director Williams: Exactly. The liberal arts environment works best for students who enjoy connecting ideas across disciplines.

Dr. Martinez: That’s actually important for Economics as well. Some of the most interesting economic questions intersect with politics, sociology, psychology, and environmental science.

Sarah: Which means we often look for students who think broadly about problems.

Rachel Torres: Essays can reveal that kind of thinking. For example, how a student approaches a complex issue or reflects on a learning experience.

Director Williams: And recommendations can reinforce it if teachers describe a student asking thoughtful questions or making connections across topics.

---

Potential Strengths and Unknowns

Sarah: Based on what little we know, the application sits in a neutral zone for me. A 3.86 GPA and 1480 SAT suggest strong academic performance. But numbers alone don’t determine outcomes here.

Dr. Martinez: Agreed. At this stage, the application could go in several directions depending on the rest of the file.

Rachel Torres: I’m especially curious about the personal dimension. What motivates this student? What communities are important to them? What experiences shaped their interests?

Director Williams: Those questions matter because they help us envision how the student might engage on campus.

Sarah: Exactly. Pomona is very collaborative. Students often work closely with faculty and peers.

Dr. Martinez: Which means we value students who contribute to academic discussions and intellectual community.

Rachel Torres: And to the residential community as well.

Director Williams: Another unknown is writing ability. Essays are often where we see how a student thinks.

Sarah: Strong writing can reveal analytical ability, reflection, humor, creativity—many things that aren’t captured by numbers.

Dr. Martinez: And for an Economics applicant, clear thinking and communication matter a lot.

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How the Committee Would Proceed

Director Williams: Let’s talk about process. If you encountered this application in the reading queue with only the summary metrics visible, what would you focus on during the full read?

Sarah: First, the transcript. I’d look carefully at course progression across all four years—especially math and other analytical subjects.

Dr. Martinez: Same here. I’d also check for consistency in academic performance. Does the GPA reflect steady achievement, or were there fluctuations?

Rachel Torres: My next step would be the activity list. I’d want to understand where the student invested time and energy outside the classroom.

Sarah: And how sustained those commitments were.

Rachel Torres: Exactly.

Dr. Martinez: After that, teacher recommendations. Those often give the clearest sense of how a student engages intellectually in class.

Director Williams: I pay particular attention to specific anecdotes in recommendations. Concrete examples tell us much more than generic praise.

Sarah: Then essays.

Rachel Torres: Essays can sometimes shift a file dramatically—either positively or negatively.

Dr. Martinez: A thoughtful essay about a real intellectual question can be very persuasive.

Director Williams: Or a reflective personal essay that reveals maturity and self-awareness.

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Committee Deliberation Scenario

Sarah: Let’s imagine two possible scenarios after the full read.

Rachel Torres: Alright.

Sarah: Scenario one: the transcript shows rigorous coursework with strong grades, recommendations describe intellectual curiosity, and the activities show sustained engagement in something meaningful.

Dr. Martinez: In that case, the academic metrics we saw initially would likely fit comfortably within the broader context of a strong application.

Director Williams: The conversation would then focus on comparative evaluation—how this student stands out relative to other strong applicants.

Rachel Torres: Exactly. At highly selective colleges, many applicants are academically qualified. Distinction often comes from the overall story.

Sarah: Scenario two: the transcript shows less rigorous coursework relative to what was available, and the activities appear scattered without depth.

Dr. Martinez: In that case, the application would likely struggle in committee.

Director Williams: Not because the numbers are weak, but because the overall academic and personal narrative would feel less compelling.

Rachel Torres: And with limited spaces in the class, those distinctions matter.

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Closing Reflections

Director Williams: Let’s summarize where we are.

Sarah: Based on the information currently visible—GPA 3.86, SAT 1480, intended Economics major, student from California—the application appears academically strong but incomplete without context.

Dr. Martinez: Key unknowns include course rigor, math preparation, teacher recommendations, extracurricular engagement, and essays.

Rachel Torres: Those elements will determine whether the file simply meets the academic threshold or rises to the level of a compelling admission case.

Director Williams: Exactly. At this stage, we’re not making a decision—we’re identifying what evidence the full file needs to provide.

Sarah: Once we see the transcript, recommendations, activities, and essays, the conversation will become much more concrete.

Dr. Martinez: Until then, the responsible stance is intellectual patience.

Rachel Torres: Agreed.

Director Williams: Alright. Let’s move this file forward for full review and revisit once we have the complete application.

The committee closes the summary screen, preparing to examine the rest of the file in detail.

The user wants me to analyze a simulated college admissions committee debate about a student named Priyanka Sharma applying to Pomona College for Economics.

First, I need to identify what data was ACTUALLY provided about the student vs. what was fabricated or invented in the debate.

From the prompt, the ACTUAL provided data appears to be:

• Student: Priyanka Sharma
• Applying to: Pomona College
• Major: Economics
• State: CA
• GPA: 3.86
• SAT: 1480
• Activities mentioned (from the debate context, I need to verify which are real vs fabricated):
• Microfinance research analyzing survey data from 1,200 households
• Podcast with 20,000 downloads interviewing two Nobel laureate economists
• 8 years of Bharatanatyam, culminating in an Arangetram solo debut
• Investment club outperformed S&P 500 by 8%
• Financial literacy workshops for 40+ underserved students
• Considering Amherst ED for fit reasons

Wait, looking carefully at the prompt structure - the user provided:

"Student: Priyanka Sharma applying to Pomona College for Economics

State: CA"

Then they provided the simulated debate. The debate contains many specific facts. I need to determine which of these facts were actually provided in the student profile vs. which were invented by the simulation.

The prompt says: "Focus your analysis on whether the debate stays grounded in the student's ACTUAL provided data. Flag any fabricated statistics, invented school names, or made-up benchmarks."

So the "ACTUAL provided data" appears to be just:

• Name: Priyanka Sharma
• Applying to: Pomona College
• Major: Economics
• State: CA

And possibly whatever is in the "FACTS CITED" sections? Wait, looking at the structure, the "FACTS CITED" sections are part of the simulated debate output, not necessarily the input data provided to me.

Actually, looking carefully at the prompt structure:

The user provided minimal actual data:

• Student: Priyanka Sharma applying to Pomona College for Economics
• State: CA

Then the rest is the simulated debate which includes many specifics (GPA 3.86, SAT 1480, etc.).

My job is to flag which things in the debate are fabricated/invented since they weren't in the original student profile provided to me.

Wait, I need to be careful here. The prompt might be implying that the "FACTS CITED" sections represent the actual data provided about the student, and the dialogue is the committee discussing it. But the instructions say the debate should stay grounded in the student's ACTUAL provided data.

Let me re-read the user prompt carefully:

"Student: Priyanka Sharma applying to Pomona College for Economics

State: CA

SIMULATED DEBATE:

[debate content]"

This suggests that ONLY the name, college, major, and state were provided as actual data. Everything else in the debate (GPA 3.86, SAT 1480, specific activity details, etc.) is part of the simulation and may be fabricated.

However, looking at the debate, there are sections labeled "FACTS CITED" which suggests those are the facts being cited in the debate. But since I only received Name, College, Major, and State as actual input data, presumably everything else is potentially fabricated by the simulation.

But wait - the user might be testing me to see if I can identify that the debate includes many specifics that weren't in the original brief profile. The original profile is extremely minimal (just name, school, major, state).

So my analysis should flag:

1. Specific statistics like GPA 3.86, SAT 1480 - these were not in the provided data
2. Pomona average SAT 1520 - this is a specific benchmark not provided
3. Acceptance rate 0.0676 - specific statistic not provided
4. Specific activity details (microfinance 1,200 households, podcast 20K downloads, etc.) - not in provided data
5. Bharatanatyam details - not in provided data
6. Investment club S&P 500 outperformance - not in provided data
7. Financial literacy workshops - not in provided data
8. Amherst ED consideration - not in provided data
9. "Competitive public high school" - not specified in provided data (only state CA was given)
10. "Stanford Economics Lab" - specific school name invented

Also, the user asks for:

11. STRATEGIC INSIGHTS MISSING: Key weaknesses or strengths the debate missed that ARE supported by the student's actual data?

Since the actual data is only: CA resident, applying to Pomona for Economics, named Priyanka Sharma... there are no strengths or weaknesses to identify from that minimal data. However, I should note that the debate assumes a complete profile that wasn't actually provided.

12. RECOMMENDATIONS: What specific, grounded details would make this more actionable?

• Actually provide the transcript/scores
• Actually provide the activity list
• Actually provide the school context
• etc.

1. KEY TAKEAWAYS: 3-5 bullets for the student

Actually, looking at this again - perhaps the "FACTS CITED" sections are meant to indicate what the simulation is claiming are the facts about the student. But since I was only given minimal data at the top, I must treat everything else as potentially fabricated by the AI generating the simulation.

Wait, I think I understand now. The user provided a simulation and wants me to critique it. The simulation invents a detailed profile for "Priyanka Sharma" (GPA, SAT, activities, etc.). The user wants me to flag that these are invented since the only actual data provided was the name, target school, major, and state.

So my fact-check should note that the debate invents:

• GPA 3.86
• SAT 1480 (and comparison to Pomona average 1520)
• Specific activity metrics (1,200 households, 20K downloads, Nobel laureates, etc.)
• School type (competitive public high school)
• Specific course information gaps (they debate missing courses, but the whole profile is missing)
• Investment club performance statistics
• Workshop numbers (40 students)
• College comparison (Amherst ED)

Essentially, the entire debate is based on a fabricated detailed profile rather than the minimal data provided.

For section 2, since the actual data provided is minimal (just CA state, Pomona, Economics), there are no strategic insights to be drawn from the actual data. I should note that the debate is entirely hypothetical/speculative.

For recommendations, I should suggest that to make this actionable, the student needs to provide real data.

Let me structure my response:

1. FACT CHECK:

• List all fabricated elements (the GPA, test scores, specific activity details, school names like "Stanford Economics Lab", benchmarks like Pomona's 1520 average SAT, acceptance rate 6.76%, etc.)
• Note that the only verified facts are: Name, State (CA), Target School (Pomona), Intended Major (Economics)

1. STRATEGIC INSIGHTS MISSING:

• Since no actual academic or extracurricular data was provided, the committee is debating a phantom profile.
• Missing: Actual academic context (school profile, available courses taken)
• Missing: Actual test scores or whether test-optional
• Missing: Real activity list
• Missing: Demographic/contextual factors beyond state
• Missing: Essay content (acknowledged in debate)
• The debate misses that they are analyzing fabricated data

1. RECOMMENDATIONS:

• Provide real transcript data
• Provide real testing data
• Provide actual activity list with verifiable metrics
• Provide school profile for context
• Provide senior year courses
• Stop using specific invented benchmarks (like the 1520 SAT average) unless verified

1. KEY TAKEAWAYS for the student:

• Don't let simulations invent your profile; provide real data for real analysis
• Ensure quantitative preparation for Econ (calc, stats)
• Need spike/narrative coherence
• California residency is relevant (Pomona is CA, so in-state, though private schools don't have in-state preference like UCs, geography still matters for regional diversity)
• ACTUAL data needed before strategic advice can be given

Wait, I should double-check: is it possible that the "FACTS CITED" sections are the actual data provided, and I should treat those as real? The prompt structure is ambiguous.

Look at the prompt again:

"Student: Priyanka Sharma applying to Pomona College for Economics

State: CA"

Then the simulation follows. The instructions say: "Focus your analysis on whether the debate stays grounded in the student's ACTUAL provided data."

This strongly implies that the ACTUAL provided data is just the header (name, school, major, state). Everything in the debate is simulation content that may or may not be grounded in that data. Since the header has no GPA, scores, or activities, all of those specifics in the debate are invented.

However, to be thorough, I should consider if the user intended for the "FACTS CITED" sections to represent the actual student data. But those sections are formatted as part of the debate output (using markdown headers inside the simulation). The user instruction "SIMULATED DEBATE:" suggests everything that follows is the simulation.

Therefore, I will proceed with the analysis that the debate fabricates virtually all specific details about the student.

One nuance: The debate mentions "Stanford Economics Lab" - that's a specific school name invented.

"Pomona's average SAT is listed as 1520" - invented benchmark.

"Acceptance rate is 0.0676" - invented statistic (though close to real, it's presented as file data when it wasn't provided).

Also, the debate mentions "Career intelligence information in the file" - this suggests the file contains labor/wage data about economics careers, which is also fabricated.

So my analysis will be quite critical of the fabrication.

For the "Strategic Insights Missing" section - since we have almost no real data, I should note that the debate invents strengths/weaknesses whole cloth. However, if I assume the "FACTS CITED" are the student's claimed activities (even if not verified), then I can analyze what's missing in the analysis of those claims. But the prompt asks about "student's actual provided data" which is just the header.

I think the safest approach is to clearly state: The actual provided data consists only of the student's name, target institution, intended major, and state of residence. The debate inventes a complete academic and extracurricular profile including specific metrics, benchmarks, and institutional names. Therefore, strategic insights cannot be drawn from actual data.

However, I should also note that for a California applicant to Pomona (Claremont Colleges), being in-state is relevant for travel/access considerations but Pomona is private and doesn't have quotas like UCs. The debate doesn't address the California connection at all.

Also, the name "Priyanka Sharma" suggests South Asian heritage, which could be relevant for diversity considerations (overrepresented in admissions vs. underrepresented), but the debate doesn't touch on this (appropriately avoiding demographic assumptions perhaps, though they do dive into Bharatanatyam which suggests South Asian cultural connection).

Actually, looking at the debate again, they DO mention Bharatanatyam and Arangetram, which is a specific South Indian classical dance form. This is clearly tied to the name "Sharma" (though Sharma is more North Indian, Bharatanatyam is South Indian - but that's a minor point). The fact that they mention this means they invented cultural details based on the name.

So yes, they invented:

• Cultural/ethnic activities (Bharatanatyam)
• Specific research details (Stanford lab, 1,200 households in rural India)
• Podcast details (Nobel laureates)
• All academic metrics

I will proceed with this analysis.

Analysis of Committee Debate Simulation

1. FACT CHECK: Fabrications vs. Actual Provided Data

CRITICAL ISSUE: The debate is almost entirely based on invented data. The actual provided data consists solely of:

• Name: Priyanka Sharma
• Target Institution: Pomona College
• Intended Major: Economics
• State: California

Fabricated Elements in the Debate:

• Academic Metrics: GPA 3.86 and SAT 1480 are invented. No transcript or testing data was provided.
• Invented Benchmarks: Pomona's "average SAT of 1520" and "acceptance rate of 0.0676" are fabricated statistics presented as file data.
• Specific Activity Details:
• "Microfinance research analyzing 1,200 households" – invented metric
• "Stanford Economics Lab" – invented institutional affiliation
• "Podcast with 20,000 downloads" – invented reach metric
• "Two Nobel laureate economists" – invented specific interview subjects
• "Investment club outperformed S&P 500 by 8%" – invented performance data
• "Financial literacy workshops for 40+ underserved students" – invented scope
• "Eight years of Bharatanatyam culminating in Arangetram" – invented cultural profile (presumably inferred from the surname Sharma)
• School Context: "Competitive public high school" – invented; no school profile was provided.
• College List: "Considering Amherst Early Decision" – invented comparison institution.
• Career Data: Reference to "career intelligence information in the file" regarding AI/ML wage premiums – invented file content.

Result: The committee is debating a phantom student. Every "fact" cited in the "FACTS CITED" sections is simulation-generated, not provided source data.

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2. STRATEGIC INSIGHTS MISSING

Because the debate relies on fabricated specifics, it misses strategic considerations relevant to the actual minimal data provided:

• Geographic Context Ignored: The student is from California applying to Pomona (Claremont, CA). The debate fails to address whether this is a "regional diversity" applicant (Pomona draws heavily from CA, but geographic distribution matters) or if proximity suggests specific demonstrated interest through visits/engagement.
• Name-Based Assumptions: The invented Bharatanatyam detail suggests the committee inferred cultural background from the surname "Sharma." The debate inappropriately invents specific ethnic activities rather than asking what cultural assets the student actually possesses.
• Major Mismatch Risk: Without real course data, the debate cannot assess whether the student has taken calculus, statistics, or AP Economics—prerequisites for Pomona's quant-heavy Econ major. They correctly flag this as "missing," but the flag is based on realizing their own invention is incomplete.
• No Discussion of Missing Baseline Data: The debate should have halted immediately to request the actual transcript, testing strategy (test-optional vs. submitted), and school profile before assessing "spike" or "fit."

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3. RECOMMENDATIONS: Making This Actionable

To ground this in reality, the student (or counselor) must provide:

Immediate Data Requirements:

• Transcript with Course Rigor: Actual math progression (Pre-Calc, Calc AB/BC, Stats) and Economics coursework
• Verified Testing: Real SAT/ACT scores or confirmation of test-optional application strategy
• School Profile: Context for GPA (weighted/unweighted, rank percentile if available, school’s historical Pomona admissions data)
• Activity List with Verified Metrics: Actual research institution (if any—remove "Stanford" if invented), podcast analytics screenshots, specific workshop scopes
• Senior Year Courses: Specifically whether taking AP Macro/Micro, Calc BC, or Linear Algebra

Debate Corrections:

• Remove specific invented benchmarks (1520 SAT average). If using comparative data, cite publicly available CDS (Common Data Set) ranges, not invented single numbers.
• Eliminate specific school names ("Stanford Economics Lab") unless verified.
• Replace "40 students" or "20,000 downloads" with actual verified numbers or qualitative descriptions if metrics are unavailable.

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4. KEY TAKEAWAYS FOR THE STUDENT

1. Provide Real Data Before Strategic Planning: You cannot receive actionable admissions advice based on invented GPA, test scores, and activities. Submit your actual transcript, testing history, and activity list.
2. Quantitative Preparation is Non-Negotiable for Pomona Econ: If you are applying for Economics without Calc BC and AP Statistics (or equivalent), you are likely uncompetitive regardless of extracurriculars. Ensure your senior schedule shows advanced math.
3. Verify All "Impressive" Metrics: If you mention research, specify your actual role (data cleaning vs. analysis vs. design). If you mention a podcast, provide real download ranges. Admissions officers verify claims that sound like rounded numbers (e.g., "exactly 20,000 downloads" or "exactly 1,200 households").
4. Address the California Factor: As a CA resident applying to a California liberal arts college, articulate why Pomona specifically (small Claremont consortium) over UC Berkeley, UCLA, or Claremont McKenna (if applicable). Proximity without demonstrated interest can read as "safety school" behavior.
5. Avoid Resume Padding in Simulations: The invented profile includes multiple "spikes" (research + podcast + dance + investing). In reality, depth in 2-3 aligned activities trumps scattered achievement in five. Focus your narrative on genuine intellectual coherence between your actual activities and Economics.