AI has not killed the online job application yet
Chris Martin
Senior Economist | Jan 12, 2026
Key findings
- Most interviews & job offers start with an online application. In 2025, online applications led to 2 times as many interviews and 1.5 times as many job offers than all other sources (referrals, recruiters, in-person applications, etc.) combined. Online applications netted 66% of all interviews and 60% of all job offers reported on Glassdoor.
- 10 steps forward, 2 steps back for online applications: This is a sharp reversal from the growing dominance of online applications from their high in 2023, but they still account for the strong majority of interviews and job offers. With the recent drop, the share of applicants returned to roughly 2018 levels.
- Recruiter sourcing hits a new high. Recruiters are doing their own leg work to make up the difference. The proportion of recruiter-sourced candidates increased 72% since 2023, from 8.6% to 14.8%.
- Referrals are harder to come by, but still punch above their weight class in terms of converting to offers. Between July 2024 and July 2025, referrals led to 7.9% of interviews and 10.2% of job offers. Interviews stemming from a referral were 35% more likely to result in a job offer than those starting with an online application.
- Online applications dominate some industries, while others lean harder on recruiters and referrals. The majority of interviews started with online applications in every industry, but some are more reliant on referrals or recruiters. Interviews in nonprofits, government and education are most likely to start with online applications. Online applications were least dominant in construction,manufacturing, and (ironically) technology - which was the most likely to rely on referrals and recruiter outreach.
The labor market is tough for job seekers, with many feeling hopeless as we enter 2026. Hiring has slowed dramatically as companies scale back their human capital investments, so job seekers are chasing a smaller pool of open roles. At the same time, large language models have made it possible for candidates to easily draft tailored resumes and cover letters, making the stack of applications-per-job three times deeper than it was in 2017.
Has AI killed the online job application? Using data from interview reviews on Glassdoor, we can see that AI has taken online applications down a peg in their dominance, but they remain the most common starting point for interviews and job offers.
Online applications tick down, but still dominate
Since the advent of the internet, online applications have become the dominant way to submit your resume. This trend was well underway when Glassdoor interview reviews pick up the story. In 2012, 53% of job interviews reviewed on Glassdoor started with an online application, steadily rising to a peak of 76% in 2023. Job offers show a similar trajectory, with 51% stemming from an online application in 2012 and 73% in 2023.
This long-standing trend reversed in 2024. For the first time in our data, the proportion of interviews starting with online applications ticked down in 2024 to 75%, and then another 9 percentage points in 2025 to 66%. The proportion of job offers coming from online applications was even larger, dropping to 70% in 2024 and 60% in 2025.
Online applications remain the most common way to score an interview and job offer, but that dominance took a major hit in 2025.
Recruiters are doing more of their own legwork
Fewer interviews start with online applications because recruiters are finding more qualified candidates on their own. Roughly 7-10% of interviews and offers started with recruiter outreach between 2012 and 2023, but those numbers increased dramatically to represent a larger share in 2025, accounting for more than half of the share that online applications gave up in that time period.
As online applications become higher quality and easier to submit, it becomes more difficult for recruiters to identify high quality candidates. The size of the haystack they have to search through is larger, and it’s harder to distinguish the needle from the hay as the overall quality of resumes and cover letters has increased. Recruiters still find a lot of candidates in these haystacks, but are also finding more candidates on their own initiative.
Referrals are less common but more likely to result in offers
Employee referrals are a great way to source candidates, but they represent a smaller proportion of interviews (7.9%) and offers (10.2%). Proportions are down slightly since 2012, but have held steady since 2020.
Referred candidates are also more successful than others: they are 35% more likely to receive job offers than those starting with an online application. While employee referrals have a lot to offer, there are some drawbacks (e.g. less diverse applicant pools) and limitations, so there’s an upper limit on how much companies should rely on a referral program.
Certain jobs & industries rely more on online applications
In our research, we found that job type and industry were huge factors in determining the source of interviews and job offers. The following tables show which industries relied most on each of the top sources for interviews starting between July 2024 and July 2025.
| Top & bottom industries for interviews sourced from online applications | |||
|---|---|---|---|
| % of interview candidates by origin | |||
| Sector | Online Applications | Referrals | Recruiter Outreach |
| Nonprofit & NGO | 84% | 3% | 5% |
| Government & Public Administration | 84% | 3% | 3% |
| Education | 78% | 5% | 5% |
| --- | --- | --- | --- |
| Manufacturing | 67% | 7% | 13% |
| Information Technology | 65% | 11% | 18% |
| Construction, Repair & Maintenance Services | 64% | 8% | 12% |
| Source: 63,000 interview reviews on Glassdoor by origin and employer sector, July 2024-July 2025 | |||
Non-profit, NGO, and government jobs were the most likely to source their applicants through online interviews. The high source rate of online applications in these sectors reflect their commitment to fairness, accessibility, and transparency. Many qualified applicants may not have an “in” that will get them a referral to a public or non-profit sector job, and online applications can level the playing field. Ironically, the sector that gave us the online application is among the least reliant on it for sourcing candidates: referrals and recruiter outreach lead to a larger share of interviews in tech than in any other sector.
Conclusion
The job search process has changed since 2023, with fewer open roles and the introduction of large language models into the process. This has introduced noise in the world of online applications and recruiters are doing more of their own sourcing to compensate, but online applications remain the dominant method of securing a job interview and ultimately an offer. Job seekers should continue searching and applying online, but alternative methods of getting connected to roles can both break up the job search and may end up generating the connection that turns into a new role.
Methodology
We analyzed 1.24 million reviews from Glassdoor users for interviews starting between January 2012 and July 2025. Interview sourcing exhibits seasonality and varies substantially across jobs and industries. Additionally, changes to the Glassdoor platform have influenced the mix of jobs and interview sources. To account for seasonality and composition differences, we fit a series of logistic regression models with controls for occupation, industry, month and year fixed effects, as well as fixed effects to account for changes to the Glassdoor website over the time period. We adjusted observed percentages from 2025 by the annual fixed effects from the regression. Working from 2012 forward resulted in slightly higher estimates for online applications, indicating that the job and industry mix for Jan-Jul 2025 is somewhat less favorable to online applications than the average mix over the time period. Online applications, recruiters, and referrals are the most common source of interviews and job offers in 2025, but there are other options: colleges/universities (2% of interviews and 3% of offers), staffing agencies (5% of interviews and 6% of offers), and in-person applications (4% of interviews and 7% of offers).
Chris Martin
Chris Martin is a senior economist on Glassdoor's Economic Research team. His research has focused on employee engagement, workplace equity and compensation, and has been featured in The Financial Times, Politico, Harvard Business Review, and more. Prior to joining Glassdoor, Chris was a researcher at Syndio and PayScale, and a senior manager of analytics on the inclusion and diversity team at Starbucks. He holds a Master's in Economics from the University of Washington and a Bachelor's in Political Science from Utah State University.
