Software & IT

system analyst

Name: System Analyst skill & career-path data
Creator: Futureful

Learned from 9 real résumés for this role.

Across 9 real U.S. résumés for a system analyst, the most distinctive skills are Pl/Sql Stored Procedures, Perl Script and Merge — each far more common in this role than across all résumés. This is the real skill fingerprint, learned from résumés, not a job description.

Pl/Sql Stored Procedures: 33% have it · 5405.3× vs average
Perl Script: 33% have it · 3603.5× vs average
Merge: 33% have it · 3603.5× vs average

Based on Futureful's analysis of 102,822 U.S. résumés (2026).

What this means

System analysts in this group bring a solid mix of technical and coordination skills. About a third of résumés highlight PL/SQL stored procedures and tuning, Perl scripting, merge and file handling work, alongside customer needs assessment, Excel reports, and project timeline management. This blend suggests people who can work close to databases while also keeping projects and stakeholders on track. Career paths here are active in both directions. Most who move on head into integration engineer, system administrator, or senior IT infrastructure project coordinator roles, while a smaller share become data analysts or IT infrastructure managers. People typically arrive from desktop engineer, junior Oracle DBA, programmer analyst, project analyst, and software analyst backgrounds.

AI summary · grounded only in the real data above · never invents a number

Skill fingerprint

ranked by distinctiveness

The skills that most define this role, more common here than across all résumés. The bar shows how distinctive; the % is how many people in the role have it.

pl/sql stored procedures

5405.3×

33% · N=3

perl script

3603.5×

33% · N=3

merge

3603.5×

33% · N=3

customer needs assessment

2702.6×

33% · N=3

excel reports

2494.7×

33% · N=3

pl/sql tuning

2162.1×

33% · N=3

file handling

2162.1×

33% · N=3

project timeline management

2162.1×

33% · N=3

data interpretation

1544.4×

33% · N=3

oracle reports

1474.2×

33% · N=3

training material development

1351.3×

33% · N=3

etl process

1081.1×

33% · N=3

sql performance tuning

831.6×

33% · N=3

crontab

720.7×

33% · N=3

ssrs reports

675.7×

33% · N=3

Where people go next

Real onward moves from dated work history.

integration engineer6% · N=6 system administrator6% · N=6 senior project coordinator - it infrastructure6% · N=6 data analyst3% · N=3 it infrastructure manager3% · N=3 business data analyst3% · N=3 senior database administrator3% · N=3 application engineer3% · N=3

Where people come from

The roles that feed into this one.

desktop engineer9% · N=3 junior oracle database administrator3% · N=3 programmer analyst2% · N=3 project analyst5% · N=3 software analyst20% · N=3 special projects manager33% · N=3 sql server database administrator3% · N=3 tech lead5% · N=3

Common questions

Straight answers, every one backed by the real counts on this page.

What skills does a System Analyst need?

In 9 real résumés for this role, the most defining skills are Pl/Sql Stored Procedures (33% have it), Perl Script (33% have it), Merge (33% have it), Customer Needs Assessment (33% have it), Excel Reports (33% have it). These are the skills that separate this role from the rest of the workforce.

What do people in System Analyst roles move on to next?

From real dated work history, the most common next roles are Integration Engineer (6% of moves, N=6), System Administrator (6% of moves, N=6), Senior Project Coordinator - It Infrastructure (6% of moves, N=6).

What roles lead into System Analyst?

The roles that most often feed into this one are Desktop Engineer (9% of arrivals, N=3), Junior Oracle Database Administrator (3% of arrivals, N=3), Programmer Analyst (2% of arrivals, N=3).

Does this page show System Analyst salary?

No. Résumés do not carry pay, so Futureful holds no compensation data for this role and never invents a dollar figure. Every statistic here is a skill or career-move count backed by real résumés.

Where does this data come from?

The Futureful Career Atlas is built from 102,822 real US résumés, aggregated with no personal data. 9 of them are System Analyst résumés. Every number on this page is a count of real people, and thin pages are kept out of search. Full method: futureful.app/careers/methodology.

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