Best Laptops for Data Science

Why it made the list: Our top pick, and the reason is that it reads like the roomier big-screen option. It earns its place by covering a broader everyday workload instead of solving only one narrow niche. At 7.5 pounds it is not a featherweight, but the extra heft buys a bigger screen or real cooling that the slimmer picks cannot match. A 16" panel lets you comfortably run two windows side by side, which is often what the smaller picks on this list cannot do without squinting. 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 stays in the upper half of the list by being the all-day battery play rather than trying to be everything. It earns its place by covering a broader everyday workload instead of solving only one narrow niche. Around 13 hours of battery is the standout number here, which matters more in real life than another benchmark point ever would. At $2,199.99 it is priced like a step-up pick, not a bare-minimum buy — which is partly why it shows up in a different role than the cheaper entries here. The flip side is straightforward: you are paying for polish and headroom here, not just checking the minimum boxes for the category.

Why it made the list: Its edge over nearby picks is that it functions as the roomier big-screen option. The right reader is anyone who wants a capable all-rounder rather than a laptop optimized for a single task. $4,719.99 puts it in upgrade territory, and the spec sheet actually reflects it rather than just charging for the badge. A 2TB SSD is noticeably more forgiving than the 256GB–512GB drives common at this tier, especially once apps, project files, or a modern game library start piling up. At this price you are buying real margin over the entry-level picks — nice, but overkill if your workload actually fits on a mid-list machine.

Why it made the list: Its case on this list is that it works as the buttoned-up, business-grade option on the page. It earns its place by covering a broader everyday workload instead of solving only one narrow niche. Being a ProBook matters more than the spec sheet shows: it inherits the business playbook — a keyboard IT departments already trust, predictable durability, and a service path most consumer lines do not offer. At $3,079 it is priced like a step-up pick, not a bare-minimum buy — which is partly why it shows up in a different role than the cheaper entries here. The flip side is straightforward: you are paying for polish and headroom here, not just checking the minimum boxes for the category.

Why it made the list: It rounds out the lineup as the more polished premium-class pick of the bunch, which is a lane the top picks do not fully claim. It suits people who genuinely carry their laptop all day and want it to feel like part of the backpack, not an extra burden. Weight is a real selling point here — 2.2 pounds is well under the category average and makes everyday carry a non-event. The Zenbook badge shows up in the small stuff: keyboard feel, speaker quality, chassis rigidity, and a display most of this guide's cheaper picks cannot match.

Why it made the list: The angle here is simple: the more polished premium-class pick of the bunch, plus the basics. It suits people who genuinely carry their laptop all day and want it to feel like part of the backpack, not an extra burden. Weight is a real selling point here — 2.8 pounds is well under the category average and makes everyday carry a non-event. The Zenbook badge shows up in the small stuff: keyboard feel, speaker quality, chassis rigidity, and a display most of this guide's cheaper picks cannot match.

Why it made the list: The angle here is simple: the more polished premium-class pick of the bunch, plus the basics. The right reader is anyone who wants a capable all-rounder rather than a laptop optimized for a single task. The MacBook Pro badge shows up in the small stuff: keyboard feel, speaker quality, chassis rigidity, and a display most of this guide's cheaper picks cannot match. $3,099 puts it in upgrade territory, and the spec sheet actually reflects it rather than just charging for the badge. At this price you are buying real margin over the entry-level picks — nice, but overkill if your workload actually fits on a mid-list machine.

Why it made the list: It earns its slot by covering the role of the value-first option. It earns its place by covering a broader everyday workload instead of solving only one narrow niche. Price is a core part of the appeal: at $1,899.99 it sits near the floor of this guide instead of creeping into premium territory. Battery comes in near 13 hours on paper, which is comfortably above what you need for a normal workday. This is a budget-tier pick, so fit and finish, speakers, and display quality are where the money did not go.

Why it made the list: Its case on this list is that it works as the more polished premium-class pick of the bunch. The right reader is anyone who wants a capable all-rounder rather than a laptop optimized for a single task. The MacBook Pro badge shows up in the small stuff: keyboard feel, speaker quality, chassis rigidity, and a display most of this guide's cheaper picks cannot match. $2,099 puts it in upgrade territory, and the spec sheet actually reflects it rather than just charging for the badge. At this price you are buying real margin over the entry-level picks — nice, but overkill if your workload actually fits on a mid-list machine.

Why it made the list: It rounds out the lineup as the buttoned-up, business-grade option on the page, which is a lane the top picks do not fully claim. The right reader is anyone who wants a capable all-rounder rather than a laptop optimized for a single task. Being a EliteBook matters more than the spec sheet shows: it inherits the business playbook — a keyboard IT departments already trust, predictable durability, and a service path most consumer lines do not offer. The 3.0-pound carry weight keeps the commute + class-hop routine from turning into shoulder strain by Wednesday. At this price you are buying real margin over the entry-level picks — nice, but overkill if your workload actually fits on a mid-list machine.