{"id":801,"date":"2022-01-04T19:24:25","date_gmt":"2022-01-04T13:54:25","guid":{"rendered":"https:\/\/www.techandtrain.com\/blog\/?p=801"},"modified":"2025-10-22T14:54:26","modified_gmt":"2025-10-22T09:24:26","slug":"my-2021-calendar-year-review","status":"publish","type":"post","link":"https:\/\/www.techandtrain.com\/blog\/2022\/01\/my-2021-calendar-year-review\/","title":{"rendered":"My 2021 calendar year review"},"content":{"rendered":"\n<p>I haven&#8217;t written any reviews for my years in the past. So this year I am writing a brief review for 2021, the year that just went by. Here is a list of things that happened in the year 2021.<\/p>\n\n\n\n<ol class=\"wp-block-list\"><li>Year started with vaccinations starting worldwide and a sense of victory over COVID and hopefully we\/all thought the COVID time was gone. Turned out challenges were far greater than initial victories in vaccine science &amp; creation, namely &#8211; trials, approvals, supply chain, number of vaccinations applied worldwide, delivery, manufacturing and more &#8211; it turned out to be a worldwide exercise which ultimately ecosystem of vaccines was able to conquer. Vaccine delivery to people was outmatched by new infections initially although over time during the year vaccines became available and people readily got vaccinated leading to better outcomes. Scientists and all associated with vaccines brought down the vaccine creation and production cycle from 10 years in the past to approximately one year which in itself is an unmatched feat till now. Positive thing has been newer types of vaccines, collaboration in science across the world and the fact that the lockdowns or restrictions brought us closer to family members and network where the commute time got converted to time spent with family and network either digitally or in person. We could use the extra time to build better habits of reading and much more. It taught us to value small things and things that we have in a realistic manner rather than focus on other things.<\/li><li>In the first quarter, I decided to move out of services to a technology product company which also supported me in forming my own private limited firm. Turned out to be a good journey of learning, exploration and working in a new area &#8211; &#8220;Customer Success&#8221;. It was an area which I had not been actively working on in the last 8-10 years but as the year progressed I could pick up with the company&#8217;s help and move ahead.<\/li><li>Teaching wise I consolidated from teaching at 3-5 universities \/ colleges \/ platforms to only one university. I have been teaching at Nirma University now for 3+ years as a visiting faculty where I now have focus on subjects &#8211; Python &amp; R programming, Artificial Intelligence &amp; Machine Learning, BigData &amp; Hadoop, Business Process Re-engineering and taking few other lectures in co-teach mode related to information systems, programming, operations &amp; data science at institute of management. Support from both places in terms of good mentors and colleagues where I work resulted in good quality output throughout the year.<\/li><li>I could write about 11 blog posts in the year which is approximately 1 per month in varied areas. Lot of my past \/ current students or colleagues either in teaching world or industry or people in my network have triggered many of these discussions or the thoughts have come to me while randomly analysing many of these things. Overall I am looking for my network&#8217;s suggestions on similar topics continuously.<\/li><li>Later, in spite of COVID and all the problems around it, Ahmedabad University and UCSD helped us to complete our GEMBA in online mode. All credit to them for running a top class program and keeping the same level of high quality delivery so that the whole batch could finish the program on time. I got a chance to do a 4 week certification on digitization of supply chains from NITIE and got admission to BITS Pilani for MTech in Software Systems as well &#8211; so time well spent.<\/li><li>Looking forward to the new year &#8211; I hope everyone gets to put COVID behind and have a happy new year where people can spend time with family and network in a positive way plus have a career \/ job \/ business \/ startup \/ teaching \/ research area \/ spend time in a way that suits them.<\/li><\/ol>\n\n\n\n<p>Email me: Neil@HarwaniSystems.in<\/p>\n","protected":false},"excerpt":{"rendered":"<p>I haven&#8217;t written any reviews for my years in the past. So this year I am writing a brief review [&hellip;]<\/p>\n","protected":false},"author":2,"featured_media":802,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"nf_dc_page":"","site-sidebar-layout":"default","site-content-layout":"","ast-site-content-layout":"default","site-content-style":"default","site-sidebar-style":"default","ast-global-header-display":"","ast-banner-title-visibility":"","ast-main-header-display":"","ast-hfb-above-header-display":"","ast-hfb-below-header-display":"","ast-hfb-mobile-header-display":"","site-post-title":"","ast-breadcrumbs-content":"","ast-featured-img":"","footer-sml-layout":"","ast-disable-related-posts":"","theme-transparent-header-meta":"","adv-header-id-meta":"","stick-header-meta":"","header-above-stick-meta":"","header-main-stick-meta":"","header-below-stick-meta":"","astra-migrate-meta-layouts":"default","ast-page-background-enabled":"default","ast-page-background-meta":{"desktop":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"tablet":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"mobile":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""}},"ast-content-background-meta":{"desktop":{"background-color":"var(--ast-global-color-4)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"tablet":{"background-color":"var(--ast-global-color-4)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"mobile":{"background-color":"var(--ast-global-color-4)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""}},"jetpack_post_was_ever_published":false,"_jetpack_newsletter_access":"","_jetpack_dont_email_post_to_subs":false,"_jetpack_newsletter_tier_id":0,"_jetpack_memberships_contains_paywalled_content":false,"_jetpack_memberships_contains_paid_content":false,"footnotes":""},"categories":[186],"tags":[188,187],"class_list":["post-801","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-yearly-review","tag-188","tag-year-in-review"],"jetpack_featured_media_url":"https:\/\/i0.wp.com\/www.techandtrain.com\/blog\/wp-content\/uploads\/2022\/01\/Year.jpg?fit=1920%2C1280&ssl=1","jetpack_sharing_enabled":true,"jetpack_shortlink":"https:\/\/wp.me\/p7do02-cV","jetpack-related-posts":[{"id":920,"url":"https:\/\/www.techandtrain.com\/blog\/2022\/06\/ecommerce-evolution-in-india-part-1\/","url_meta":{"origin":801,"position":0},"title":"eCommerce evolution in India &#8211; Part 1","author":"Neil Harwani","date":"June 22, 2022","format":false,"excerpt":"This caselet tries to summarize the evolution of eCommerce in India in the last two decades and lists the phases as observed. Summary from Wikipedia article here: Internet user base of 600+ Million in IndiaRapid growth in eCommerce but eCommerce penetration as a percentage of internet users is low compared\u2026","rel":"","context":"In &quot;eCommerce&quot;","block_context":{"text":"eCommerce","link":"https:\/\/www.techandtrain.com\/blog\/category\/ecommerce\/"},"img":{"alt_text":"","src":"https:\/\/i0.wp.com\/www.techandtrain.com\/blog\/wp-content\/uploads\/2022\/06\/online-shopping.jpg?fit=1200%2C901&ssl=1&resize=350%2C200","width":350,"height":200,"srcset":"https:\/\/i0.wp.com\/www.techandtrain.com\/blog\/wp-content\/uploads\/2022\/06\/online-shopping.jpg?fit=1200%2C901&ssl=1&resize=350%2C200 1x, https:\/\/i0.wp.com\/www.techandtrain.com\/blog\/wp-content\/uploads\/2022\/06\/online-shopping.jpg?fit=1200%2C901&ssl=1&resize=525%2C300 1.5x, https:\/\/i0.wp.com\/www.techandtrain.com\/blog\/wp-content\/uploads\/2022\/06\/online-shopping.jpg?fit=1200%2C901&ssl=1&resize=700%2C400 2x, https:\/\/i0.wp.com\/www.techandtrain.com\/blog\/wp-content\/uploads\/2022\/06\/online-shopping.jpg?fit=1200%2C901&ssl=1&resize=1050%2C600 3x"},"classes":[]},{"id":1175,"url":"https:\/\/www.techandtrain.com\/blog\/2023\/11\/liferay-best-practices-part-2\/","url_meta":{"origin":801,"position":1},"title":"Liferay best practices &#8211; Part 2","author":"Neil Harwani","date":"November 24, 2023","format":false,"excerpt":"Following up with Part 1 of the series here:\u00a0Liferay best practices - Part 1 | LinkedIn -\u00a0Here is part 2 of Liferay best practices: Look out for settings of ORA-1795 error and it's required settings from Liferay Help Center articles if you are using Oracle If you have heavy usage\u2026","rel":"","context":"In &quot;Liferay&quot;","block_context":{"text":"Liferay","link":"https:\/\/www.techandtrain.com\/blog\/category\/liferay\/"},"img":{"alt_text":"Credits: www.Pixabay.com","src":"https:\/\/i0.wp.com\/www.techandtrain.com\/blog\/wp-content\/uploads\/2023\/11\/Best-Practice.jpg?fit=1200%2C900&ssl=1&resize=350%2C200","width":350,"height":200,"srcset":"https:\/\/i0.wp.com\/www.techandtrain.com\/blog\/wp-content\/uploads\/2023\/11\/Best-Practice.jpg?fit=1200%2C900&ssl=1&resize=350%2C200 1x, https:\/\/i0.wp.com\/www.techandtrain.com\/blog\/wp-content\/uploads\/2023\/11\/Best-Practice.jpg?fit=1200%2C900&ssl=1&resize=525%2C300 1.5x, https:\/\/i0.wp.com\/www.techandtrain.com\/blog\/wp-content\/uploads\/2023\/11\/Best-Practice.jpg?fit=1200%2C900&ssl=1&resize=700%2C400 2x, https:\/\/i0.wp.com\/www.techandtrain.com\/blog\/wp-content\/uploads\/2023\/11\/Best-Practice.jpg?fit=1200%2C900&ssl=1&resize=1050%2C600 3x"},"classes":[]},{"id":598,"url":"https:\/\/www.techandtrain.com\/blog\/2020\/06\/productivity-hacks-for-architects-designers-tech-leads\/","url_meta":{"origin":801,"position":2},"title":"Productivity hacks for Architects \/ Designers \/ Tech Leads","author":"Neil Harwani","date":"June 1, 2020","format":false,"excerpt":"As per my experience, the biggest productivity hacks for Architects \/ Designers \/ Tech Leads are not to decide the variables \/ class names \/ loops \/ scope \/ data types \/ exception handling \/ object relational mapping & so on - they definitely are important and should be done,\u2026","rel":"","context":"In &quot;Architecture&quot;","block_context":{"text":"Architecture","link":"https:\/\/www.techandtrain.com\/blog\/category\/architecture\/"},"img":{"alt_text":"","src":"https:\/\/i0.wp.com\/www.techandtrain.com\/blog\/wp-content\/uploads\/2020\/06\/Coding.jpg?fit=1200%2C801&ssl=1&resize=350%2C200","width":350,"height":200,"srcset":"https:\/\/i0.wp.com\/www.techandtrain.com\/blog\/wp-content\/uploads\/2020\/06\/Coding.jpg?fit=1200%2C801&ssl=1&resize=350%2C200 1x, https:\/\/i0.wp.com\/www.techandtrain.com\/blog\/wp-content\/uploads\/2020\/06\/Coding.jpg?fit=1200%2C801&ssl=1&resize=525%2C300 1.5x, https:\/\/i0.wp.com\/www.techandtrain.com\/blog\/wp-content\/uploads\/2020\/06\/Coding.jpg?fit=1200%2C801&ssl=1&resize=700%2C400 2x, https:\/\/i0.wp.com\/www.techandtrain.com\/blog\/wp-content\/uploads\/2020\/06\/Coding.jpg?fit=1200%2C801&ssl=1&resize=1050%2C600 3x"},"classes":[]},{"id":37,"url":"https:\/\/www.techandtrain.com\/blog\/2015\/08\/continuous-interaction-and-collaboration-rather-than-fixed-time-and-schedule-meetings\/","url_meta":{"origin":801,"position":3},"title":"Continuous interaction and collaboration rather than fixed time and schedule meetings","author":"Neil Harwani","date":"August 19, 2015","format":false,"excerpt":"Working over the years in the Information Technology industry I have learned that face to face interactions\u00a0lead to success in delivery and innovation which are the important areas in this industry. But this is the result of imperfect interactions from a distance. For this let us analyze what is a\u2026","rel":"","context":"In &quot;Continuous interaction&quot;","block_context":{"text":"Continuous interaction","link":"https:\/\/www.techandtrain.com\/blog\/category\/continuous-interaction\/"},"img":{"alt_text":"","src":"https:\/\/i0.wp.com\/www.techandtrain.com\/blog\/wp-content\/uploads\/2015\/08\/Collab.jpg?fit=1200%2C784&ssl=1&resize=350%2C200","width":350,"height":200,"srcset":"https:\/\/i0.wp.com\/www.techandtrain.com\/blog\/wp-content\/uploads\/2015\/08\/Collab.jpg?fit=1200%2C784&ssl=1&resize=350%2C200 1x, https:\/\/i0.wp.com\/www.techandtrain.com\/blog\/wp-content\/uploads\/2015\/08\/Collab.jpg?fit=1200%2C784&ssl=1&resize=525%2C300 1.5x, https:\/\/i0.wp.com\/www.techandtrain.com\/blog\/wp-content\/uploads\/2015\/08\/Collab.jpg?fit=1200%2C784&ssl=1&resize=700%2C400 2x, https:\/\/i0.wp.com\/www.techandtrain.com\/blog\/wp-content\/uploads\/2015\/08\/Collab.jpg?fit=1200%2C784&ssl=1&resize=1050%2C600 3x"},"classes":[]},{"id":1113,"url":"https:\/\/www.techandtrain.com\/blog\/2023\/08\/research-methodologies-part-1\/","url_meta":{"origin":801,"position":4},"title":"Research Methodologies &#8211; Part 1","author":"Neil Harwani","date":"August 9, 2023","format":false,"excerpt":"Recently I attended a training on Research Methodologies at National Forensic Sciences University, Gandhinagar. Here are the notes via keywords from the same: Philosophy meaning, categories and areas Regional vs. global requirements Questionnaire vs. schedule How to reach a research problem statement and design a questionnaire Literature review\u00a0 Systematic literature\u2026","rel":"","context":"In &quot;Research&quot;","block_context":{"text":"Research","link":"https:\/\/www.techandtrain.com\/blog\/category\/research\/"},"img":{"alt_text":"Credits: www.Pixabay.com","src":"https:\/\/i0.wp.com\/www.techandtrain.com\/blog\/wp-content\/uploads\/2023\/08\/concept-1868728_1280.jpg?fit=1200%2C800&ssl=1&resize=350%2C200","width":350,"height":200,"srcset":"https:\/\/i0.wp.com\/www.techandtrain.com\/blog\/wp-content\/uploads\/2023\/08\/concept-1868728_1280.jpg?fit=1200%2C800&ssl=1&resize=350%2C200 1x, https:\/\/i0.wp.com\/www.techandtrain.com\/blog\/wp-content\/uploads\/2023\/08\/concept-1868728_1280.jpg?fit=1200%2C800&ssl=1&resize=525%2C300 1.5x, https:\/\/i0.wp.com\/www.techandtrain.com\/blog\/wp-content\/uploads\/2023\/08\/concept-1868728_1280.jpg?fit=1200%2C800&ssl=1&resize=700%2C400 2x, https:\/\/i0.wp.com\/www.techandtrain.com\/blog\/wp-content\/uploads\/2023\/08\/concept-1868728_1280.jpg?fit=1200%2C800&ssl=1&resize=1050%2C600 3x"},"classes":[]},{"id":1227,"url":"https:\/\/www.techandtrain.com\/blog\/2024\/02\/keywords-from-my-fpm-journey-part-1\/","url_meta":{"origin":801,"position":5},"title":"Keywords from my FPM journey &#8211; Part 1","author":"Neil Harwani","date":"February 18, 2024","format":false,"excerpt":"Some keywords from my FPM journey till now - Part 1 below (in no particular order): Regression Structural equation modelling Research design & methodology Questionnaire design Statistics Factor analysis Exploratory vs. confirmatory Formative vs. reflective constructs Latent variables Measurement scales Types of data Entrepreneurship theories Literature review HR & OB\u2026","rel":"","context":"In &quot;FPM&quot;","block_context":{"text":"FPM","link":"https:\/\/www.techandtrain.com\/blog\/category\/fpm\/"},"img":{"alt_text":"","src":"https:\/\/i0.wp.com\/www.techandtrain.com\/blog\/wp-content\/uploads\/2024\/02\/FPM_Journey.png?fit=1200%2C675&ssl=1&resize=350%2C200","width":350,"height":200,"srcset":"https:\/\/i0.wp.com\/www.techandtrain.com\/blog\/wp-content\/uploads\/2024\/02\/FPM_Journey.png?fit=1200%2C675&ssl=1&resize=350%2C200 1x, https:\/\/i0.wp.com\/www.techandtrain.com\/blog\/wp-content\/uploads\/2024\/02\/FPM_Journey.png?fit=1200%2C675&ssl=1&resize=525%2C300 1.5x, https:\/\/i0.wp.com\/www.techandtrain.com\/blog\/wp-content\/uploads\/2024\/02\/FPM_Journey.png?fit=1200%2C675&ssl=1&resize=700%2C400 2x, https:\/\/i0.wp.com\/www.techandtrain.com\/blog\/wp-content\/uploads\/2024\/02\/FPM_Journey.png?fit=1200%2C675&ssl=1&resize=1050%2C600 3x"},"classes":[]}],"jetpack_likes_enabled":true,"_links":{"self":[{"href":"https:\/\/www.techandtrain.com\/blog\/wp-json\/wp\/v2\/posts\/801","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.techandtrain.com\/blog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.techandtrain.com\/blog\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.techandtrain.com\/blog\/wp-json\/wp\/v2\/users\/2"}],"replies":[{"embeddable":true,"href":"https:\/\/www.techandtrain.com\/blog\/wp-json\/wp\/v2\/comments?post=801"}],"version-history":[{"count":7,"href":"https:\/\/www.techandtrain.com\/blog\/wp-json\/wp\/v2\/posts\/801\/revisions"}],"predecessor-version":[{"id":809,"href":"https:\/\/www.techandtrain.com\/blog\/wp-json\/wp\/v2\/posts\/801\/revisions\/809"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.techandtrain.com\/blog\/wp-json\/wp\/v2\/media\/802"}],"wp:attachment":[{"href":"https:\/\/www.techandtrain.com\/blog\/wp-json\/wp\/v2\/media?parent=801"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.techandtrain.com\/blog\/wp-json\/wp\/v2\/categories?post=801"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.techandtrain.com\/blog\/wp-json\/wp\/v2\/tags?post=801"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}