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Rahul, you can consider using review manager. Review Manager (RevMan) is the most common program in the world of meta-analysis. It was developed to conduct systematic reviews and meta-analysis. It is the best software software for beginners, provides numerous tools and no risk bias assessment tools.

I personally use metafor-r package. Metafor conducts meta-analyses and consists of most comprehensive analytical tools. It contains useful analysis and plot examples along with the corresponding code. It has capability to perform meta-regression method and can create plenty of customised figures.

You can either use Jamovi or Meta-XL. Jamovi is similar to JASP. It uses the Metafor package in R and has the R syntax mode, enabling you to see the R code which was used. Thereby helping you understand the R language. MetaXL is an Excel that adds the ability to conduct meta-analytical statistics within Excel. The best feature of this software is it has ability to generate doi plots.