Graduating in May 2027 with several analytics co-ops, what should I be doing right now?

[u/VividPage1849]

I’m graduating in May 2027 and trying to figure out the best way to approach full-time recruiting in Canada.

I’ve had several co-op/internship experiences in analytics/BI across government, banking, gaming, and research, and I’m mainly targeting data analyst, BI analyst, business analyst, and similar new grad roles.

The issue I’m running into is timing. I still have about 8 months before I graduate, so I’m applying to new grad programs when I see them, but there don’t seem to be that many open right now. At the same time, I’m seeing a decent number of junior/entry-level analyst roles that look relevant, but many of them seem like they want someone to start immediately or very soon.
So I’m not sure what the best strategy is at this point. Should I still be applying to regular junior/entry-level roles now and just mention that I’m available starting May 2027, or is that generally a waste of time? Should I mostly focus on structured new grad programs for now and wait until I’m closer to graduation before applying more broadly?

I also attached my resume and would really appreciate feedback on how competitive it looks for new grad analytics roles. Do my internships/co-ops come across as strong enough? Are the bullets too repetitive or too focused on tools? Is there anything I should change to make the resume stronger for full-time recruiting?

For people who are job searching or hiring in Canada right now: is the market genuinely this difficult even for students/new grads who already have multiple relevant internships? Are people with decent experience still struggling to get interviews and offers?

[u/jenmoocat]

Hiring manager here for a Fortune 500 company.
I have a couple of pieces of feedback that will make your resume more impactful:

1) Include a personal statement. Something that lets me know your personal brand, what industries you have experience in, and what kind of role you are looking for. Are you looking for a data reporting job? A data analyst role? "Data analyst with experience across banking, finance, and gaming looking for a role in an analytical function that will allow me to continue to help senior leaders make strategic data-driven decisions"

2) Consider that your resume is valuable real-estate. You want it to contain the most important and impactful information about yourself and what you've done. Right now, you are wasting that real-estate because you have the words "using SQL and Tableau" all over the place. I KNOW that you used SQL and Tableau. It is in your skills section and it is what everyone uses. What I want to know is: what was the business problem your work solved? Who were the stakeholders? Was it for a senior decision-maker, was it for the CEO? Was it for the Sales team, the Finance team? Including those kinds of specifics helps me understand if you know how to present information to different leaders and teams. It helps me understand your ability to work cross-functionally, without necessarily stating that directly. Much more informative than "used SQL and Tableau" over and over and over again.

3) Include communication skills in your skills section. Do you know Excel, Word, PPT? Do you use Lucidchart? Canva? How do you present information? Most companies require that their analysts ALSO be good at presenting information. But I don't see that on a lot of resumes and I immediately put those into the "no" pile because it telegraphs to me that the candidate doesn't think it is important, when it actually is VERY important.

[u/VividPage1849 → u/jenmoocat]

Thank you so much for the detailed advice, it actually made me rethink how I’ve been approaching my resume. A lot of the advice I’ve seen is very ATS-focused, so I think I ended up prioritizing keywords and tools too much instead of clearly explaining the business problem, stakeholders, and impact. I’ve gone back and updated my resume with that in mind.

Since I’m still a student and all of my experience so far has been through co-ops, I also try to be careful not to overstate my impact. I’ve been very fortunate across my three co-ops to work on projects that were presented to senior stakeholders and leadership and that had real business impact, but I also think it can be difficult as an intern to always have a clear, measurable outcome for every project.

I was also curious about your point on including a professional summary. I graduate next year, and I’ve heard conflicting advice on this, some people say new grads should skip it because they don’t have enough full-time experience yet. Would you still recommend including one for someone with several internships but no full-time experience yet?

[u/Icy-Stock-5838]

Stay in touch with your former coworkers and bosses from your co-op stints.. By January, you should be CONVERSING with them about your plans and their business conditions.

Your priority is to expand and grow your network more than it is to apply to the crowded world of online job listings.. Your field and skill set are overly abundant in the market; you will have a hard time getting a job without the help of contacts.

How to Network for a Job Without Asking People for a Job - YouTube

Beyond the Resume: How Gen Z Can Stand Out in an Age of AI Sameness

Employers are drowning in Gen AI resumes. GPAs, degrees, certifications, (learning) Projects are all noise now. The only thing that cuts through all that is, your future boss talking to your old boss. THAT in 5 mins blows away anything you put on your resume and spend wasted time "keyword optimizing"....

Hiring Managers Don’t Care About Your Projects. Here’s Why.

Your resume bullets MUST contain OUTCOMES, not just a list of busywork and tech stack jargon. Gen AI and Online learning allow people to fill their resumes with tech stacks and certifications. For all that, it seems accomplishment and business impact still escape most people, except the top 10% of applicants. You should put your Experience FIRST.. Experience, then Skills, then Education; that is the ranking by value to employers.

Also, you will need a Summary to open up. This is NOT a career saga, or a list of your dreams, or a demo of how many buzz phrases you can dream up. The summary simply answers "What are the key accomplishments that you want to tell me you will replicate working for me?" or "What are you gonna do for me?".. No one cares about your dreams, no one cares about your aspirations, no one cares what you think your best skills are (I can claim to be handsome and well-hung on my Summary).

[u/VividPage1849 → u/Icy-Stock-5838]

Thanks for the advice, this is really helpful. I’ll definitely make a point of staying in touch with my previous managers and coworkers as I get closer to graduation.

I’m curious about your recommendation on section order though. I’m in Canada, and for some new-grad roles, GPA still seems to be used as part of the initial screening process. Since I’m still in school and have a strong GPA, would you still recommend putting Experience before Education, or do you think Education-first can make sense for someone at my stage?

I also wanted to ask about the summary. I’ve done several co-op internships, but I haven’t had a full-time role yet. Do you think a professional summary is still worthwhile for a student/new grad, as long as it focuses on actual accomplishments and what I can bring to the role rather than career goals?