The dominant factor is rarely technology — it is almost always uncertainty. Every open question in the specification becomes a buffer in the estimate. A team that cannot see the edge cases must assume the worst. Spending a week on requirements work often reduces the total much more than any rate negotiation.
Integrations remain the next major multiplier. A form that saves data is predictable; the same feature connected to an old accounting system is another matter entirely. The effort hides in the third party: poor documentation, react native web development company waiting on someone else's team, data that does not match your model. Ask each bidder to list every external system, as this is where estimates break.
Quality attributes quietly rewrite the number. An application used by a small internal team has almost nothing in common with the same functionality handling a hundred thousand users. Security reviews, availability guarantees, performance under load, traceability and multi-language support each add measurable effort. Put them in the brief or else expect them priced as extras.
Who actually does the work matters a great deal. An hourly rate tells you almost nothing on its own: a senior engineer at a higher rate is often cheaper overall than a pair of junior developers who require supervision and rework. Check too who else is billed: delivery management, app development cost QA, DevOps and UX design have to be done by someone, but they should be visible in the estimate.
The number in the proposal is never the full cost of ownership. Expect infrastructure, paid APIs, monitoring and a change budget for every year the custom education software development runs. A useful planning figure is that dedicated vs outsourced software development team in active use requires a noticeable fraction of the initial investment per year simply to stay current. Treating the launch as the finish line remains the classic mistake.