How to Get an Internship: Timelines, Numbers and a Plan

Big banks and tech programs open summer internships almost a year ahead. Get the timeline by industry, the response-rate math and a weekly plan.

3D illustration of a seedling tray with sprouts at different stages beside a calendar tile
Illustrative image, generated with AI.
On this page 11 sections
  1. When internships recruit, by industry
  2. What the numbers say
  3. Where to find internships
  4. Your application: resume, letter and forms
  5. Interviews for interns
  6. If you missed the main cycle
  7. A weekly plan for first and second year students
  8. International students and CPT
  9. Where ApplyEze fits
  10. Frequently asked
  11. Sources

How to get an internship comes down to three things most guides skip: apply in the window your industry actually recruits in, send enough applications to expect several interviews at a realistic response rate, and have a resume and short interview answers ready before the window opens. The window is earlier than most students think. On 18 October 2026, Goldman Sachs already showed its 2027 Summer Analyst Program as open "for select businesses", and NACE found that 86.9% of employers planned to recruit for both full-time and internship roles in the fall. This guide gives the timeline by sector, the numbers that set expectations, a weekly plan, and what F-1 students need to know about CPT.

When internships recruit, by industry

Recruiting runs on different clocks. The table shows what each employer type publishes about its own timing, checked on 18 October 2026.

SectorWhen to apply for a summer internshipWhat the employer or survey says
Large banksBy the fall beforeGoldman Sachs lists the 2027 Summer Analyst Program as open "for select businesses"; it is "usually undertaken during the third or penultimate year of study" and lasts nine to ten weeks (Goldman Sachs)
Big tech, early programsFall of your first or second yearExplore Microsoft is a 12-week US summer program "designed for first- and/or second-year college students" (Microsoft)
Large employers in generalFall, with a second wave in spring86.9% planned to recruit for both full-time and internship roles in fall 2025, and 8.3% planned to recruit only interns and co-ops (NACE, Job Outlook 2025 Spring Update)
Federal agencies (Pathways)Winter and early spring"BIA Pathways job announcements are usually published in the winter or early spring", all on intern.USAJOBS.gov (Bureau of Indian Affairs)
University research (NSF REU)January to March"The vast majority of REU Sites operate during the summer months", with application deadlines from January to March (NSF)
Small companies and startupsVariesWe found no published timing data. Smaller employers rarely run a program calendar, so watch their career pages from late winter on.

Two things follow. First, if you want a large bank or a big tech program, the calendar starts in the fall, not in March. Most students hear "start early" without hearing that early means almost a full school year ahead. Second, a late start does not close every door, because federal and research programs run months later, and so does a large share of employer hiring (more on that below).

Banks often run several application windows by division and region, and programs close when they fill. Check the specific posting rather than a single date on a third-party list.

What the numbers say

Four figures set realistic expectations.

Internships convert. NACE's 2026 Internship and Co-op Survey of 284 organizations, fielded from October 2025 to January 2026, found that "the conversion rate has surged to 63.1% for 2024-25 interns", the highest in five years, and the acceptance rate for intern offers reached 88.3%, up from 82.8% (NACE, April 2026). The same page lists an average intern pay of $23.35 an hour, from NACE's 2026 compensation guide. An internship at an employer that hires its interns is often the shortest path to a first full-time job.

Competition for the job after has doubled. Handshake reports that "the class of 2026 has submitted 23 applications per full-time job", "double that of the class of 2023 (11 apps-per-job)", and that early-talent full-time postings fell 15% in 2025 (Handshake, January 2026). That counts full-time jobs, not internships, and Handshake does not publish its method, so treat it as platform data. It still tells you why an internship that converts is worth chasing. The wider picture for new graduates is in our Gen Z job market post.

Most applications get no response. Huntr, a job search tracker, measured how often applications reached an interview stage or later across 598,627 tracked applications in 2025: 5.1% for jobs found on Handshake, 4.5% on Indeed, 3.1% on LinkedIn and 11.3% on Google Jobs (Huntr, 2025 report). Huntr's users are not all students, but it is the closest published rate.

Referrals change the odds. Ashby, an applicant tracking system, found that 40% of referred candidates reached an interview, against 3% of inbound applicants, across 38 million applications (Ashby, May 2025).

At a 5.1% response rate, one application in about 20 leads somewhere. Here is what that means for volume (our arithmetic, treating each application as independent):

Applications sentExpected responsesChance of zero responses
20about 1about 35%
40about 2about 12%
60about 3about 4%
80about 4about 1.5%

So a student who sends 15 applications and hears nothing has not learned much yet. Sixty applications across a recruiting season, roughly eight a week for eight weeks, is a reasonable floor if you are applying cold. A referral or a direct message from an employer is worth many of those. For the general version of this funnel, see how many applications to get a job.

Where to find internships

Use several sources, because each sees a different slice of employers.

  1. Your career center and Handshake. At partner schools, career services staff approve which employers can post to their students (Handshake Help Center). Whether that makes the platform safe is covered in is Handshake legit.
  2. Employers' own student pages. Goldman Sachs and Microsoft both list their programs on their own careers sites, which is where you see a program's real status first.
  3. intern.USAJOBS.gov for federal Pathways internships. Build your USAJOBS profile and resume before announcements post; the BIA advises requesting documents "several weeks in advance of the application deadline".
  4. The NSF REU directory for paid summer research. Students apply directly to each site, and participants "receive competitive stipends and in many cases assistance with housing, meals and travel" (NSF).
  5. General job boards. Indeed, LinkedIn and others carry internships too, with the response rates above. Our best job boards comparison covers which suit which search.
  6. People. Alumni, professors and anyone who interned at your target last summer. A short, specific request works best; our guide on how to ask for a job referral has templates.

Your application: resume, letter and forms

Resume. One page, education near the top, then the experience that proves the posting's main requirements. With little work history, that means projects, coursework, research, clubs and part-time jobs. Write each line as an action, the tool or method, and a result. Three sample lines, invented for this post:

  • Built a Python script that cleaned 4,000 survey responses for a psychology lab, cutting the team's weekly data prep from a full day to an hour.
  • Led a four-person class project that modeled a café's cash flow in Excel and presented a pricing change to the owner.
  • Trained six new hires on the register and inventory system at a campus bookstore during the busiest two weeks of the semester.

Mirror the posting's own words where they are true for you, and list only skills you can discuss in an interview. Our resume for a first job guide has full samples.

Cover letter. Write one when the posting asks for it or when you have a reason to be there that the resume cannot show. Our internship cover letter guide has samples by major.

Forms. Some employers add an online assessment or a recorded video interview after the form (our HireVue interview guide covers the video kind). Answer work authorization and sponsorship questions exactly, since the answer follows you through the process; our guide to work authorization questions explains each version you will see.

Interviews for interns

Employers publish little about intern interviews, but Microsoft's student page is a clear example: "You'll have an initial interview and, if selected, a second final interview", "All our interviews are virtual", and the final day is a set of one-to-one meetings with a break between them, covering "both behavioral and functional/technical" questions (Microsoft, student interviewing).

Prepare for three kinds of question:

  • Why this role and this company. Two sentences, specific to them.
  • Behavioral. Four or five stories from projects, jobs or teams, each with a situation, what you did and the result. The STAR method is the usual structure.
  • Technical or case. Coding problems for software roles, accounting and valuation basics for finance, a short case for consulting. Practice out loud and on a timer.

Expect a filter early. Across all roles, not only internships, Ashby found about 35% of candidates pass the recruiter screen (Ashby, 2026), so a polished first conversation matters as much as the final round.

If you missed the main cycle

Missing the fall window is common, and recoverable.

  • Keep applying in spring. NACE's 2025 Recruiting Benchmarks found that "approximately 70% of employers" recruit for full-time and internship positions in both fall and spring, and that respondents "delayed more than one-third of their offers to spring and summer, up from 19% in 2023" (NACE, September 2025).
  • Apply to research and federal programs, which have later deadlines (see the table above). Professors at your own school also hire summer research assistants without any formal program.
  • Look at smaller employers. They do not run a published program calendar, so their postings appear whenever a team needs help.
  • Know the rules on unpaid roles. For for-profit employers, the Department of Labor uses a seven-factor "primary beneficiary test", which asks, among other things, whether the internship is tied to your education and whether your work "complements, rather than displaces, the work of paid employees" (DOL Fact Sheet 71). If an unpaid role looks like a regular job, it may not meet the test.
  • Start next year's list now. Write down every program you missed and its opening month, and set reminders a few weeks before each one.

A weekly plan for first and second year students

Run this during your sector's main window (the fall for banks and big tech, January to March for research and federal roles). It aims for about 60 applications over eight weeks, the volume that gives three expected responses at a 5% rate.

DayTaskTime
MondayCheck 10 target career pages, Handshake and saved searches; add new postings to a tracker45 minutes
TuesdaySend 3 applications, adjusting resume bullets to each posting90 minutes
WednesdaySend 3 applications; one message to an alum or upperclass student90 minutes
ThursdaySend 2 applications; practice one technical or case problem90 minutes
FridayFollow up on anything older than two weeks; update the tracker30 minutes
WeekendOne mock interview or one new project bullet1 to 2 hours

First years should weight it toward early programs such as Explore Microsoft and toward campus jobs and research that produce resume lines for next year. Second years apply to both early programs and standard summer internships, though programs such as Goldman's are aimed at the third or penultimate year. A tracker matters more than any tool; our job application tracker post has a template.

International students and CPT

F-1 students usually work internships during their program under curricular practical training (CPT). In 2024, 130,586 foreign students obtained work authorization through CPT, down 0.4% from 2023, according to ICE's 2024 SEVIS by the Numbers. The same report's list of top CPT employers starts with Amazon (3,205 students), and includes Google (880), Microsoft (819), JPMorgan Chase and Goldman Sachs.

The rules shape your timeline (Study in the States):

  • You generally need a full academic year of full-time enrollment first, with an exception for graduate programs that require earlier training.
  • "Student must secure the training opportunity before CPT can be authorized", and CPT "requires a signed cooperative agreement or letter from the employer."
  • "CPT must be authorized before the student can begin work", so leave time between your offer and the start date for your designated school official (DSO) to act.
  • More than 20 hours a week is full-time CPT, and "one year of full-time CPT eliminates a student's eligibility for OPT."

Two 2026 developments matter. In August 2026, ICE sent schools two broadcast messages, on 12 and 24 August. According to the higher education groups that then sued, the messages say students are eligible for CPT only when the practical experience is mandatory for all students in a program, so an elective internship for credit would not qualify. Four groups, including NAFSA, filed that suit in the District of Massachusetts on 5 October 2026, arguing the change was made without formal rulemaking (NAFSA); as of 18 October 2026 we found no ruling. Ask your DSO how your school now handles internship CPT before you accept an offer. Our Day 1 CPT post covers the rules and the lawsuit in detail.

Also check eligibility before you spend time on a program. NSF REU sites, for example, are open only to students "who are U.S. citizens, permanent residents or U.S. nationals". This section is general information, not legal advice.

Where ApplyEze fits

An internship search is mostly volume and timing: dozens of applications in a few weeks, each needing a resume that fits the posting. ApplyEze is one way to send that volume. New accounts get 50 free credits, once per email address with no card, and a credit is used only when an application is confirmed as submitted. List prices are Starter at $19 a month for 700 applications and Pro at $99 a month for 3,000. Matches rank by your own target roles first, then fit. Most students sending 60 applications do not need a tool for it, and whichever way you apply, check what goes out and list only skills you can talk about in an interview.

Frequently asked

When should I start applying for summer internships?

For large banks and big tech programs, in the fall before the summer, and sometimes earlier. On 18 October 2026, Goldman Sachs already listed its 2027 Summer Analyst Program as open for select businesses. Federal Pathways and NSF research programs run later, with announcements and deadlines mostly in winter and early spring.

How many internships should I apply to?

Enough to expect several interviews at your own response rate. Huntr's 2025 tracking found 5.1% of applications sent through Handshake reached an interview stage or later, which works out to about one response per 20 applications. At that rate, 60 applications give about three expected responses, and a small chance of none.

Do internships lead to full-time jobs?

Often. NACE's 2026 Internship and Co-op Survey of 284 organizations found that 63.1% of 2024-25 interns converted to full-time hires, the highest rate in five years, and 88.3% of interns who got a full-time offer accepted it.

Can I still get an internship in the spring?

Yes. NACE's 2025 Recruiting Benchmarks found about 70% of employers recruit for full-time and internship roles in both fall and spring, and respondents delayed more than a third of their offers to spring and summer. Research programs funded by NSF mostly have deadlines between January and March.

Do international students need CPT for an internship?

An F-1 student working an internship during their program usually needs curricular practical training authorized by their school's designated school official. Study in the States says the student must secure the training position before CPT can be authorized, and work cannot begin before the authorized start date.

Sources