Best Laptops for Data Science Under $2,500

Why it made the list: Our top pick, and the reason is that it reads like the lightest-feeling daily carry. It suits people who genuinely carry their laptop all day and want it to feel like part of the backpack, not an extra burden. At $899.99 it anchors the low end of the list, which is the whole reason this pick exists here. Weight is a real selling point here. 2.9 pounds is well under the category average and makes everyday carry a non-event. The low sticker is the whole point, so think practical everyday adequacy rather than premium materials or surplus performance. Its clearest spec identity is 32GB RAM, 1TB SSD, a combination that keeps it from blending into the rest of the list.

Why it made the list: What keeps it near the top is that it fills the role of the extra-workspace option. It earns its place by covering a broader everyday workload instead of solving only one narrow niche. The 3.6-pound carry weight keeps it in practical everyday-bag range rather than pushing it toward desk-only duty. 1TB of storage changes the ownership math because you are less likely to start juggling files after the first few big installs.

Why it made the list: Think of it as the bag-friendly portability pick. That is the niche it actually earns its place in. It is for people who move between rooms, classes, flights, or meetings and do not want the laptop deciding the route. Its 2.9-pound frame is light enough that the laptop disappears into a normal backpack instead of anchoring the bottom of it. 32GB of memory gives it more simultaneous-app headroom than the average pick on this page, which matters once the workload gets heavier than browser-plus-docs.

Why it made the list: Its case on this list is that it works as the multitasking-screen pick. The right reader is anyone who wants a capable all-rounder rather than a laptop optimized for a single task. The 5.3-pound build is on the heavier side of this list: fine for a desk-to-bag routine, less fun for all-day walking campuses. The 17.3" display is the real story. It gives you noticeably more room for split-screen research, long writing sessions, or multitrack timelines than the 13- and 14-inch picks nearby. The bigger screen is useful, but it is also a reminder that this is more of a desk-friendly machine than a toss-it-in-any-bag pick.

Why it made the list: It earns its slot by covering the role of a useful backup option for this brief. It fits buyers who need a balanced machine more than a specialist for one workload. The 14" display is small but that is the point. It is chosen for carry more than for desk real estate.

Why it made the list: The angle here is simple: a no-drama everyday choice, plus the basics. The point is everyday breadth: enough performance, enough portability, and few glaring gaps. A 2TB SSD gives it more breathing room than the 256GB-512GB drives common at this tier, especially once apps, project files, or games pile up. a Core i9 / Ultra 9 processor is the processing anchor here, giving the configuration a clearer workload fit than entry chips with nicer marketing names. The configuration to notice is a Core i9 / Ultra 9 processor, 32GB RAM, 2TB SSD, which gives this specific pick its place at #6.

Why it made the list: It rounds out the lineup as the spacious-screen alternative, which is a lane the top picks do not fully claim. The fit is a buyer who wants fewer surprises rather than one standout feature. The 17.3" screen gives it more working area than the 13-14" crowd, at the cost of being slightly more of an event to carry. The processor choice matters: a Core 7-class Intel processor keeps the pick aligned with the guide instead of relying only on RAM or storage to carry the value case. Compared with nearby picks, the useful details are a Core 7-class Intel processor, 64GB RAM, 2TB SSD rather than the brand name alone.

Why it made the list: Reads as a solid secondary pick more than a star attraction, which is exactly why it is useful alongside the flagships. It works as the practical middle path when none of the more specialized picks line up cleanly. At 3.6 pounds it lands in honest backpack territory. It is not the featherweight of the group, but nothing you will dread carrying either.

Why it made the list: This pick stays relevant by being a sensible fallback pick without pretending to do every job. The audience is someone comparing the whole laptop, not just the loudest spec on the page. Storage is one of its quieter strengths: 1TB gives the configuration room to age without immediate cleanup chores. On the CPU side it relies on a Ryzen 7-class processor, which is a more honest match for this use case than the vague minimum-tier chips that show up in weaker budget laptops.

Why it made the list: Lower on the page, the argument shifts to the roomier big-screen option and day-to-day practicality. It belongs here because it keeps the everyday tradeoffs reasonably even. The faster 165Hz screen gives it a smoother feel than basic productivity laptops, even outside games. The 1TB drive is useful margin for buyers who keep media, course files, local projects, or a game library on the machine. What separates this SKU is the mix of a Core i9 / Ultra 9 processor, NVIDIA GeForce RTX 5060, 32GB RAM, which is why it has a distinct role here.