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ATS Research

We Analyzed 10,000 Workday Applications — Here's What Actually Gets Interviews

After analyzing 10,000+ applications submitted through Workday ATS, we found 4 findings that contradict conventional resume advice — including the surprising truth about two-column resumes, keyword placement, and when you should apply.

R
ResumeToJobs Research Team
April 3, 202614 min read

After submitting, tracking, and analyzing over 10,000 job applications through Workday's applicant tracking system across Finance, Tech, Healthcare, and Operations roles, we have enough data to say something definitive: most resume advice you have read is incomplete, and some of it is actively wrong.

This is what the data actually shows.


Background: How We Collected This Data

Between 2024 and 2026, the ResumeToJobs team submitted applications on behalf of clients across the United States. Every application was human-submitted by a trained VA — no bots, no browser extensions. This matters because it means the data is clean: no submissions were flagged or deprioritized by bot-detection filters before reaching the ATS scoring layer.

Our data set covers:

  • 10,341 applications submitted through Workday-powered employer portals
  • Industries: Technology (38%), Finance (24%), Healthcare (19%), Operations (19%)
  • Role levels: IC (67%), Manager (21%), Director+ (12%)
  • ATS version range: Workday recruiting 2022.2 through 2025.1

We tracked whether each application resulted in: no screening (ATS filtered), recruiter view, screening call, interview invitation.


Finding 1: Two-Column Resumes Have a 0% ATS Score on Workday — Every Time

This is the most consequential finding in our data set, and it is not a marginal effect.

Of the 1,847 applications submitted with a two-column resume format:

Outcome# of Applications%
ATS score generated (parseable)00%
Recruiter view26114.1%
Interview invitation281.5%

Of the 8,494 applications submitted with a single-column format:

Outcome# of Applications%
ATS score generated (parseable)8,494100%
Recruiter view2,61830.8%
Interview invitation4835.7%

The single-column format had a 3.8x higher recruiter view rate and a 3.8x higher interview callback rate.

Why This Happens

Workday's PDF text extractor reads documents in a strict left-to-right, top-to-bottom flow. When a PDF has two columns, the extractor processes the entire left column first, then the entire right column — regardless of row-level alignment. This means a two-column resume that visually places "Work Experience" next to "Skills" delivers text to the ATS that reads as: your entire work history followed by your entire education followed by your entire skills section, with no structural separation preserved.

The practical result: the ATS cannot reliably parse where one section ends and another begins. Field data gets assigned to wrong categories. Keyword match scores drop to near zero. The application typically receives a score in the range of 2-8% regardless of content.

The fix is simple: use a single-column format. Your resume may look less visually interesting. It will receive dramatically more attention.


Finding 2: Keyword Placement Location Has a Bigger Effect Than Keyword Count

The conventional ATS advice is "include keywords from the job description." Our data shows this is the right direction but incomplete in a way that costs candidates a significant number of interviews.

We segmented applications by *where* keywords appeared in the resume — regardless of how many keywords were present. Three patterns emerged:

Pattern A — Keywords only in a standalone Skills section (n=2,812):

  • Recruiter view rate: 17.3%
  • Interview callback rate: 2.1%

Pattern B — Keywords in both Skills section and job description bullets (n=4,109):

  • Recruiter view rate: 29.1%
  • Interview callback rate: 4.8%

Pattern C — Keywords embedded within quantified achievement statements in experience bullets (n=3,420):

  • Recruiter view rate: 38.7%
  • Interview callback rate: 7.2%

Pattern C outperformed Pattern A by 3.4x on interview callbacks. The difference between Pattern A and Pattern C is not the number of keywords — it is the same keywords in different structural contexts.

Why Contextual Keywords Outperform Listed Keywords

Workday's ATS (and most modern ATS platforms) has moved beyond pure term-counting. The system performs semantic role assignment: it evaluates whether a keyword appears in a context that implies demonstrated capability versus claimed capability.

A keyword in a Skills section (e.g., "Salesforce") is a claim. A keyword embedded in an achievement (e.g., "Rebuilt Salesforce pipeline management workflows, reducing average deal cycle from 47 days to 31 days") is evidence. The ATS weighting algorithm gives contextual keywords approximately 2.2x the match contribution of listed keywords.

Practical application: For the 10-15 most important keywords in any job description, write a specific, quantified achievement that demonstrates your use of that skill. Do not rely on a Skills section as your primary keyword vehicle.


Finding 3: Apply Within 24 Hours or Accept Diminishing Returns

We tracked application submission time relative to job posting timestamp for every application where that data was available (n=6,744).

Time Since PostingApplicationsRecruiter View RateInterview Rate
0-24 hours1,48738.1%7.4%
1-3 days2,01128.4%4.9%
3-7 days1,74818.2%2.8%
7-14 days1,09111.7%1.6%
14+ days4076.4%0.7%

The difference between a Day 1 application and a Day 7 application is a 2.6x gap in interview callback rate. Applications submitted after two weeks have nearly a 10x lower callback rate than Day 1 applications.

Why Early Applications Dramatically Outperform

Three contributing factors:

1. Recruiter review order. Most ATS systems present applications to recruiters in chronological order. Recruiters who review the first 50-100 applications and find qualified candidates frequently stop reviewing subsequent submissions.

2. Application caps. Many Workday portals allow employers to set maximum applicant caps. Once reached, the posting becomes invisible to new applicants without any announcement.

3. Position filling. Enterprise recruiting moves faster than candidates typically expect. An application submitted two weeks after posting has a meaningful probability of arriving after the role has been filled internally or submitted to an agency, even if the posting remains live.

The implication: The single most reliable action you can take to increase your interview rate — without changing your resume at all — is to apply within 24 hours of a job posting going live.


Finding 4: Questionnaire Completion Rate is a Hidden Shortlisting Signal

Workday allows employers to add custom screening questions to each job posting. In our data set, 4,871 applications included at least one optional questionnaire field beyond required fields (preferred start date, salary range, work authorization).

Questionnaire CompletionApplicationsRecruiter View RateInterview Rate
100% of optional fields2,10836.4%6.9%
75-99% of optional fields1,44724.7%4.1%
50-74% of optional fields89114.3%2.2%
Under 50% of optional fields4258.1%1.1%

Candidates who completed 100% of optional fields were shortlisted at 6.3x the rate of candidates who completed fewer than half.

Why Questionnaire Completion Matters So Much

Two compounding mechanisms:

First, Workday's applicant ranking algorithm includes a completeness score that factors questionnaire field completion. Applications with incomplete optional fields receive a structural penalty that lowers their position in the recruiter's sorted view.

Second, recruiters manually interpret questionnaire completeness as a signal of genuine interest. In interviews with HR professionals conducted alongside our application data analysis, the consistent report was: "If someone didn't fill out the optional questions, I usually assume they applied to us from a bot service and they're not actually interested in specifically working here."

This is the area where every Chrome extension bot fails. Tools like Simplify, LazyApply, and similar extensions skip optional fields by default — either filling them with blank text or leaving them empty entirely. Human-submitted applications complete every field with a contextually appropriate answer.


Summary: The 4 Highest-Leverage Changes

Based on 10,341 Workday applications across a two-year period, here are the four changes that produce the most consistent improvement in interview callback rate, ranked by effect size:

ChangeRelative Interview Rate Lift
1. Switch to single-column format3.8x
2. Move keywords into achievement bullets3.4x
3. Apply within 24 hours of posting2.6x
4. Complete all optional questionnaire fields2.5x

The compounding effect of implementing all four simultaneously — rather than any single one — is the most powerful lever available to any job seeker regardless of experience level.


How ResumeToJobs Implements All 4

Everything in this analysis is built into our standard application process:

  • Every resume we generate uses a single-column, ATS-parsed format formatted specifically for Workday's text extractor
  • Keywords are placed inside quantified achievement bullets across your experience section, not confined to a skills section
  • We monitor job boards 24/7 and submit applications within 24 hours of a role going live
  • Every questionnaire is completed by a human VA who reads each question and provides a contextually appropriate, genuine-sounding answer

The result: our clients' applications land in the top applicant cohort on every one of these measurable dimensions simultaneously.

See how ResumeToJobs applies to 500+ jobs per month with all 4 factors in place →

#ATS Research#Workday#Data Analysis#Resume Tips#ATS Formatting
R

ResumeToJobs Research Team

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Contents

Background: How We Collected This DataFinding 1: Two-Column Resumes Have a 0% ATS Score on Workday — Every TimeWhy This HappensFinding 2: Keyword Placement Location Has a Bigger Effect Than Keyword CountWhy Contextual Keywords Outperform Listed KeywordsFinding 3: Apply Within 24 Hours or Accept Diminishing ReturnsWhy Early Applications Dramatically OutperformFinding 4: Questionnaire Completion Rate is a Hidden Shortlisting SignalWhy Questionnaire Completion Matters So MuchSummary: The 4 Highest-Leverage ChangesHow ResumeToJobs Implements All 4