Hi All, I'm an angular developer with 4.5 years of experience and wishes to transit into scrum master role and land a job in the same. Any thoughts on how to transit or any other suggestion would be welcomed

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IMHO, you will always earn more being a dev.
If you really have interest on the scrum/ agile part, you should also see what growth path it can offer and broaden your scope.
Eg. Scrum Master, Program Manager, portfolio manager, project manager.

Certifications may help getting attention, but you have to solve real problems to get a better grip.
If possible you can volunteer for the same role in your current org, along with your current role. Get the experience and portray it in your profile

Going further in career path
I had a high interest in program/ product management career paths

Not sure in terms of reaching senior positions and exposure if Developer will still have that visibility!

As this thread also solves a purpose to understand to understand program / project management as a career
Curious to know is dev still the better one ?

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