Data

Job loss/underemployment

• Impact of COVID-19 on work

Remote work

• Work away from employer premises

Social distancing

• Less time working physically with other people

Digital communication 

• Use of digital communication tools

Digital technologies

• Use of digital technologies for job tasks

Digital learning

• Online learning for job

Digital upskilling

• New computer software or programs
• New digital machines at work
• New digital technologies at work (software and machines)
• New digital technologies in workplace

Automation

• Fear of job automation
• Digitalisation and skills displacement
• Digitalisation and new job tasks
• Digitalisation and automated job tasks
• Use of robots

Acceptance of digitalisation

• Increase performance at work
• Useful for learning at work
• Easy to learn to use at work
• Enjoyable to use at work

Users of digital devices

• Use of digital device for work

Digital activities

• Digital activities at work

Interpersonal skills 

• Providing advice or counselling
• Giving presentations
• Dealing with outsiders
• Teaching or training
• Caring for others
• Selling
• Teamwork

Learning demands

• Working on varying tasks
• Learning new things
• Change in time spent learning new things

Literacy skills

• Reading tasks
• Writing tasks

Manual skills 

• Lifting heavy loads
• Hazardous work
• Use of digital machines at work

Numeracy skills

• Mathematical tasks

Problem-solving skills

• Developing or creating new products or services
• Developing new work methods
• Trying out new ideas

Education requirements

• Qualifications needed for job

Vertical qualification mismatch

• Mismatch of qualification with job

Horizontal qualification mismatch

• Mismatch of field of study with job

Skill underutilisation

• Underuse of skills at job

Remote work (incidence)

• Remote work

Remote work (frequency)

• Frequency of work remote

Remote work (use of computers)

• Teleworking

Routine work

• Repetitive tasks
• Change in time spent doing repetitive tasks
• Fixed procedures
• Unexpected work situations

Autonomy

• Choosing methods or tools of work
• Planning work activities
• Change in autonomy

Education and training

• Education or training to learn job skills
• Education or training - Courses
• Education or training - Workshops or seminars
• Education or training - On the job training
• Education or training - Online courses
• Training needs systematically reviewed in workplace

Digital skills training

• Education or training - Develop digital skills
• Time to learn new digital technologies well

Overall upskilling needs

• Overall upskilling needs

Digital skill gap (non-users of computer devices)

• Ever used computing device
• Use of internet
• Word-processing
• Presentations for work
• Using spreadsheets
• Using advanced spreadsheet functions
• Using specialised software
• Managing or merging databases
• Coding using a programming language
• Developing or maintaining

Digital skill gap (users of computer devices)

• Upskilling needs - Digital skills

Other skill gaps

• Upskilling needs - Numeracy skills
• Upskilling needs - Social skills
• Upskilling needs - Technical or job-specific skills

Job satisfaction 

• Satisfaction with job

Job insecurity 

• Chance of losing job