Career Overlap Transition record
RecordMove

Data engineer to IoT developer

A data engineer already meets 22% of what the IoT developer role asks for. The move turns on 14 required skills not yet in the profile.

Fig. 1 · Skill transfer ESCO v1.2.1 · directional
From data engineer
22 % overlap
Distant match
To IoT developer
5 You already bring
14 Still to learn
22 Skills in the target role2
Learning distance Substantial retraining

72.8/ 100

1 How much of what an IoT developer is expected to do is already part of a data engineer’s work. Directional: the figure for the reverse move differs, because moving into a speciality is not the same problem as moving out of one. 2 Every skill the IoT developer role is recorded as needing, required and optional together. What these numbers mean.

Why

Why this move works

An IoT developer role treats 4 of its required skills as things a data engineer already does. You would walk in with these on day one.

  • computer science
  • digital data processing
  • perform dimensionality reduction
  • use data processing techniques

What stands in the way is 14 required skills the profile does not yet cover. Table 3 groups them; Table 4 says which to take first.

Table 2

Table 2 · What you already bring

Of the 5 skills that carry over, these are the ones fewest other occupations ask for. An IoT developer role needs them, and most people applying for one will not have them already. This is the part of a data engineer background worth leading with.

Skill the target role also needs Area
  • already held perform dimensionality reduction working with computers
  • already held establish data processes working with computers
  • already held use data processing techniques working with computers
  • already held computer science information and communication technologies (icts)
  • already held digital data processing working with computers

All 5 carried skills, including the 4 the IoT developer role treats as required.

Table 3

Table 3 · What you may need to learn

The 17 missing skills fall into 6 areas of the ESCO skill hierarchy, numbered in the order worth working in. Areas carrying the most required skills come first, and inside each one the required skills sit above the optional ones. Nothing here is a verdict on you: it is a list of what this particular job asks for that your current one does not.

Skill to pick up Tier
01 information and communication technologies (icts) 8 required, 2 supplementary
  • still to learn ICT software specifications required
  • still to learn ICT system programming required
  • still to learn Internet of Things required
  • still to learn principles of artificial intelligence required
  • still to learn algorithms required
  • still to learn hardware testing methods required
  • still to learn machine learning required
  • still to learn task algorithmisation required
  • optional, not held ICT architectural frameworks optional
  • optional, not held mobile device software frameworks optional
02 engineering, manufacturing and construction 2 required
  • still to learn computer technology required
  • still to learn mechatronics required
03 working with computers 1 required, 1 supplementary
  • still to learn utilise machine learning required
  • optional, not held perform online data analysis optional
04 communication, collaboration and creativity 1 required
  • still to learn design information system required
05 information skills 1 required
  • still to learn analyse big data required
06 management skills 1 required
  • still to learn develop ICT workflow required
Table 4

Table 4 · Where to start

The 3 entries an IoT developer role is least likely to hire without. The ordering is computed from the skill data, not from what pays.

Each entry opens a course search for that skill. Career Overlap earns nothing from these links.

Appendix

Appendix · The rest of the record

All 5 skills that carry over
Skill Type
  • already held computer science knowledge
  • already held digital data processing skill
  • already held perform dimensionality reduction skill
  • already held use data processing techniques skill
  • already held establish data processes skill
3 supplementary skills, helpful but not required
Skill to pick up Tier
  • optional, not held ICT architectural frameworks optional
  • optional, not held mobile device software frameworks optional
  • optional, not held perform online data analysis optional
23 held skills the IoT developer role does not ask for
Skill Type
  • not needed by the target role SAS Data Management knowledge
  • not needed by the target role Teradata Database knowledge
  • not needed by the target role analyse pipeline database information skill
  • not needed by the target role cloud technologies knowledge
  • not needed by the target role create data models skill
  • not needed by the target role create data sets skill
  • not needed by the target role data analytics knowledge
  • not needed by the target role data models knowledge
  • not needed by the target role data storage knowledge
  • not needed by the target role data warehouse knowledge
  • not needed by the target role database management systems knowledge
  • not needed by the target role design database in the cloud skill
  • not needed by the target role develop data processing applications skill
  • not needed by the target role implement data warehousing techniques skill
  • not needed by the target role manage ICT data architecture skill
  • not needed by the target role manage data skill
  • not needed by the target role manage quantitative data skill
  • not needed by the target role manage research data skill
  • not needed by the target role process data skill
  • not needed by the target role statistics knowledge
  • not needed by the target role store digital data and systems skill
  • not needed by the target role unstructured data knowledge
  • not needed by the target role use databases skill
12 gaps that are knowledge rather than practice

Knowledge gaps usually close through study. Practical skill gaps usually need something you can point at.

Skill to pick up Tier
  • still to learn ICT software specifications required
  • still to learn ICT system programming required
  • still to learn Internet of Things required
  • still to learn principles of artificial intelligence required
  • still to learn algorithms required
  • still to learn computer technology required
  • still to learn hardware testing methods required
  • still to learn machine learning required
  • still to learn mechatronics required
  • still to learn task algorithmisation required
  • optional, not held ICT architectural frameworks optional
  • optional, not held mobile device software frameworks optional
Index
FAQ

Common questions about this move

Can a data engineer become an IoT developer?

Yes, and it is a substantial move. A data engineer already covers 22% of what an IoT developer is expected to do: 5 skills carry over, 4 of which the IoT developer role treats as required.

What skills does a data engineer need to become an IoT developer?

14 required skills are missing, plus 3 optional ones. They fall into 6 areas of the ESCO skill hierarchy, led by information and communication technologies (icts). The single most important is ICT software specifications.

How hard is the move from data engineer to IoT developer?

Its learning distance is 72.8 out of 100, which is the substantial band. That accounts for both how much is missing and how specialised those skills are.

Note

How this record was compiled

Both occupations are taken from ESCO, which lists the skills and knowledge each occupation is expected to have and marks every one required or optional. Nothing here is a prediction about hiring, and nothing here knows that a particular employer wants a particular certificate. Treat Table 3 as a starting point for your own research rather than a syllabus. The full method states what these figures can and cannot tell you.