# General **URL:** https://forum.guvi.in/c/general/4.md [Latest](https://forum.guvi.in/latest.md) · [Categories](https://forum.guvi.in/categories.md) · [Tags](https://forum.guvi.in/tags.md) --- ## [Welcome to HCL GUVI Forum! 👋](https://forum.guvi.in/t/welcome-to-hcl-guvi-forum/5)
**Author:** [@system](https://forum.guvi.in/u/system)\ **Replies:** 5\ **Last updated:** [August 28, 2026, 11:07am UTC](https://forum.guvi.in/t/welcome-to-hcl-guvi-forum/5 "2026-08-28T11:07:36Z")
We are so glad you joined us. HCL GUVI Forum HCL GUVI - Connecting Minds, Shaping the Future Here are some things you can do to get started: :speaking\_head: Introduce yourself by adding your picture and information … --- ## [About the General category](https://forum.guvi.in/t/about-the-general-category/3)
**Author:** [@system](https://forum.guvi.in/u/system)\ **Replies:** 1\ **Last updated:** [February 5, 2026, 3:10pm UTC](https://forum.guvi.in/t/about-the-general-category/3 "2026-02-05T15:10:29Z")
--- ## [How can an FP&A manager become a finance analytics lead?](https://forum.guvi.in/t/how-can-an-fp-a-manager-become-a-finance-analytics-lead/937)
**Author:** [@astha37422](https://forum.guvi.in/u/astha37422)\ **Replies:** 2\ **Last updated:** [October 23, 2026, 10:30am UTC](https://forum.guvi.in/t/how-can-an-fp-a-manager-become-a-finance-analytics-lead/937 "2026-10-23T10:30:22Z")
I’m curious how an FP&A manager can move into a finance analytics lead role. Would experience in budgeting, forecasting, and financial reporting be a strong foundation, or would they need to build skills in tools like SQ… --- ## [Is Python still the best language for Data Science in 2026?](https://forum.guvi.in/t/is-python-still-the-best-language-for-data-science-in-2026/814)
**Author:** [@astha37422](https://forum.guvi.in/u/astha37422)\ **Replies:** 7\ **Last updated:** [October 22, 2026, 2:02pm UTC](https://forum.guvi.in/t/is-python-still-the-best-language-for-data-science-in-2026/814 "2026-10-22T14:02:24Z")
I’ve been wondering whether Python is still the go-to language for Data Science in 2026, especially with newer tools and languages gaining attention. Is Python still the best choice for beginners and professionals, or ar… --- ## [What are the best AI tools for Data Scientists in 2026?](https://forum.guvi.in/t/what-are-the-best-ai-tools-for-data-scientists-in-2026/816)
**Author:** [@astha37422](https://forum.guvi.in/u/astha37422)\ **Replies:** 5\ **Last updated:** [October 22, 2026, 2:01pm UTC](https://forum.guvi.in/t/what-are-the-best-ai-tools-for-data-scientists-in-2026/816 "2026-10-22T14:01:18Z")
I’ve been seeing more AI tools being used across the Data Science workflow, and I’m curious which ones are actually worth learning in 2026. Which AI tools do Data Scientists find most useful for data analysis, coding, mo… --- ## [Should Data Analysts learn Python?](https://forum.guvi.in/t/should-data-analysts-learn-python/819)
**Author:** [@astha37422](https://forum.guvi.in/u/astha37422)\ **Replies:** 4\ **Last updated:** [October 22, 2026, 11:08am UTC](https://forum.guvi.in/t/should-data-analysts-learn-python/819 "2026-10-22T11:08:16Z")
I’ve been wondering whether Python has become an essential skill for Data Analysts, especially with the growing use of automation and AI. Can Data Analysts build strong careers without Python, or is it becoming an import… --- ## [Will AI replace Data Scientists or make them more productive?](https://forum.guvi.in/t/will-ai-replace-data-scientists-or-make-them-more-productive/811)
**Author:** [@astha37422](https://forum.guvi.in/u/astha37422)\ **Replies:** 8\ **Last updated:** [October 22, 2026, 11:05am UTC](https://forum.guvi.in/t/will-ai-replace-data-scientists-or-make-them-more-productive/811 "2026-10-22T11:05:05Z")
With AI tools becoming more capable, I’ve been wondering how much they will change the role of Data Scientists. Do you think AI will eventually replace some Data Science jobs, or will it mainly make Data Scientists more … --- ## [What skills from BPO transfer to data analytics?](https://forum.guvi.in/t/what-skills-from-bpo-transfer-to-data-analytics/879)
**Author:** [@astha37422](https://forum.guvi.in/u/astha37422)\ **Replies:** 3\ **Last updated:** [October 21, 2026, 1:11pm UTC](https://forum.guvi.in/t/what-skills-from-bpo-transfer-to-data-analytics/879 "2026-10-21T13:11:25Z")
I’ve been thinking about how BPO professionals can transition into data analytics without starting completely from scratch. Skills like problem-solving, reporting, handling large amounts of data, and understanding custom… --- ## [Is operations analytics a good stepping stone to data science?](https://forum.guvi.in/t/is-operations-analytics-a-good-stepping-stone-to-data-science/946)
**Author:** [@astha37422](https://forum.guvi.in/u/astha37422)\ **Replies:** 1\ **Last updated:** [October 21, 2026, 11:47am UTC](https://forum.guvi.in/t/is-operations-analytics-a-good-stepping-stone-to-data-science/946 "2026-10-21T11:47:14Z")
I’m wondering if moving into operations analytics is a good first step for someone who eventually wants to become a Data Scientist. Does working with KPIs, reports, and business data make the transition easier, or would … --- ## [Which data analytics roles are suitable for operations supervisors?](https://forum.guvi.in/t/which-data-analytics-roles-are-suitable-for-operations-supervisors/945)
**Author:** [@astha37422](https://forum.guvi.in/u/astha37422)\ **Replies:** 1\ **Last updated:** [October 21, 2026, 11:46am UTC](https://forum.guvi.in/t/which-data-analytics-roles-are-suitable-for-operations-supervisors/945 "2026-10-21T11:46:34Z")
I’m curious which data analytics roles would be a good fit for someone working as an operations supervisor. Could roles like Operations Analyst, Business Analyst, or Data Analyst be a natural next step? Would prior exper… --- ## [Can supply chain operations experience help me get a data analyst job?](https://forum.guvi.in/t/can-supply-chain-operations-experience-help-me-get-a-data-analyst-job/944)
**Author:** [@astha37422](https://forum.guvi.in/u/astha37422)\ **Replies:** 1\ **Last updated:** [October 21, 2026, 11:45am UTC](https://forum.guvi.in/t/can-supply-chain-operations-experience-help-me-get-a-data-analyst-job/944 "2026-10-21T11:45:54Z")
I’m curious whether experience in supply chain operations can help when switching to a data analyst role. Working with inventory, delivery timelines, and performance metrics seems pretty relevant. Would that experience g… --- ## [Is it possible to switch from a process analyst to a data analyst with 2 years of experience?](https://forum.guvi.in/t/is-it-possible-to-switch-from-a-process-analyst-to-a-data-analyst-with-2-years-of-experience/943)
**Author:** [@astha37422](https://forum.guvi.in/u/astha37422)\ **Replies:** 1\ **Last updated:** [October 21, 2026, 11:45am UTC](https://forum.guvi.in/t/is-it-possible-to-switch-from-a-process-analyst-to-a-data-analyst-with-2-years-of-experience/943 "2026-10-21T11:45:08Z")
I’m wondering if moving from a process analyst role to a data analyst role is realistic with just 2 years of experience. Would experience with process metrics, reports, and identifying inefficiencies give someone a head … --- ## [How can I become a data analyst with no SQL experience?](https://forum.guvi.in/t/how-can-i-become-a-data-analyst-with-no-sql-experience/942)
**Author:** [@astha37422](https://forum.guvi.in/u/astha37422)\ **Replies:** 1\ **Last updated:** [October 21, 2026, 11:43am UTC](https://forum.guvi.in/t/how-can-i-become-a-data-analyst-with-no-sql-experience/942 "2026-10-21T11:43:48Z")
I’m curious if it’s possible to break into data analytics without knowing SQL at all. Can someone start with Excel and Power BI and learn SQL along the way, or is it better to learn SQL first before applying for jobs? Wo… --- ## [How can a Key Account Manager with 6+ years of experience transition into data analytics?](https://forum.guvi.in/t/how-can-a-key-account-manager-with-6-years-of-experience-transition-into-data-analytics/941)
**Author:** [@astha37422](https://forum.guvi.in/u/astha37422)\ **Replies:** 1\ **Last updated:** [October 21, 2026, 11:42am UTC](https://forum.guvi.in/t/how-can-a-key-account-manager-with-6-years-of-experience-transition-into-data-analytics/941 "2026-10-21T11:42:38Z")
I’m curious how a Key Account Manager with 6+ years of experience can move into data analytics without starting from zero. Would experience with sales performance, client data, and account metrics be useful? What skills … --- ## [Can a Mid-Career Transition from Business or Finance to Data Science Be Worthwhile?](https://forum.guvi.in/t/can-a-mid-career-transition-from-business-or-finance-to-data-science-be-worthwhile/940)
**Author:** [@astha37422](https://forum.guvi.in/u/astha37422)\ **Replies:** 1\ **Last updated:** [October 21, 2026, 11:41am UTC](https://forum.guvi.in/t/can-a-mid-career-transition-from-business-or-finance-to-data-science-be-worthwhile/940 "2026-10-21T11:41:52Z")
I’ve been wondering if switching to Data Science mid-career from business or finance is really worth it. Does prior industry experience give you an advantage, or is it difficult to compete with people who have a technica… --- ## [Can an MS in Finance Help with a Transition into Data Science?](https://forum.guvi.in/t/can-an-ms-in-finance-help-with-a-transition-into-data-science/939)
**Author:** [@astha37422](https://forum.guvi.in/u/astha37422)\ **Replies:** 1\ **Last updated:** [October 21, 2026, 11:40am UTC](https://forum.guvi.in/t/can-an-ms-in-finance-help-with-a-transition-into-data-science/939 "2026-10-21T11:40:15Z")
I’m curious whether having an MS in Finance makes it easier to transition into Data Science. Does a finance background help with understanding data and business problems, or would someone still need to build strong skill… --- ## [Is financial analyst to data analyst an easy switch?](https://forum.guvi.in/t/is-financial-analyst-to-data-analyst-an-easy-switch/938)
**Author:** [@astha37422](https://forum.guvi.in/u/astha37422)\ **Replies:** 1\ **Last updated:** [October 21, 2026, 11:39am UTC](https://forum.guvi.in/t/is-financial-analyst-to-data-analyst-an-easy-switch/938 "2026-10-21T11:39:32Z")
I’m wondering if moving from a financial analyst role to data analytics is a fairly smooth transition. Since financial analysts already work with Excel, reports, and numbers, does that give them an advantage? Or is learn… --- ## [What Python libraries should every Data Scientist know?](https://forum.guvi.in/t/what-python-libraries-should-every-data-scientist-know/818)
**Author:** [@astha37422](https://forum.guvi.in/u/astha37422)\ **Replies:** 7\ **Last updated:** [October 20, 2026, 3:10pm UTC](https://forum.guvi.in/t/what-python-libraries-should-every-data-scientist-know/818 "2026-10-20T15:10:06Z")
I’ve been wondering which Python libraries are really essential for Data Scientists today. With so many options for data analysis, visualization, machine learning, and AI, which libraries should every Data Scientist know… --- ## [Can Healthcare Professionals Move Into Data Analytics?](https://forum.guvi.in/t/can-healthcare-professionals-move-into-data-analytics/825)
**Author:** [@samiralimd45473](https://forum.guvi.in/u/samiralimd45473)\ **Replies:** 3\ **Last updated:** [October 20, 2026, 3:04pm UTC](https://forum.guvi.in/t/can-healthcare-professionals-move-into-data-analytics/825 "2026-10-20T15:04:48Z")
I work in healthcare operations and am interested in data analytics. Is it possible to use my healthcare experience while transitioning into a data career? --- ## [What skills should a Data Scientist learn in 2026?](https://forum.guvi.in/t/what-skills-should-a-data-scientist-learn-in-2026/813)
**Author:** [@astha37422](https://forum.guvi.in/u/astha37422)\ **Replies:** 6\ **Last updated:** [October 17, 2026, 12:38am UTC](https://forum.guvi.in/t/what-skills-should-a-data-scientist-learn-in-2026/813 "2026-10-17T00:38:09Z")
With Data Science evolving so quickly, I’m curious about which skills are actually worth prioritizing in 2026. Should aspiring Data Scientists focus more on Python, machine learning, statistics, AI/LLMs, data engineering… --- ## [Which is better for a finance professional: data analytics or data science?](https://forum.guvi.in/t/which-is-better-for-a-finance-professional-data-analytics-or-data-science/931)
**Author:** [@narankarthi101113457](https://forum.guvi.in/u/narankarthi101113457)\ **Replies:** 2\ **Last updated:** [October 16, 2026, 12:03pm UTC](https://forum.guvi.in/t/which-is-better-for-a-finance-professional-data-analytics-or-data-science/931 "2026-10-16T12:03:36Z")
Which path best suits finance professionals based on their existing skills, learning needs, and long-term career goals? Share your experiences, insights, and advice to help others choose the right career direction. --- ## [What is the best data analytics course for working finance managers?](https://forum.guvi.in/t/what-is-the-best-data-analytics-course-for-working-finance-managers/928)
**Author:** [@narankarthi101113457](https://forum.guvi.in/u/narankarthi101113457)\ **Replies:** 2\ **Last updated:** [October 16, 2026, 12:00pm UTC](https://forum.guvi.in/t/what-is-the-best-data-analytics-course-for-working-finance-managers/928 "2026-10-16T12:00:31Z")
What data analytics courses are best suited for finance managers looking to improve their skills or transition into data-related roles? Share your course recommendations, learning experiences, and advice to help others … --- ## [Should finance team leads learn Power BI and SQL?](https://forum.guvi.in/t/should-finance-team-leads-learn-power-bi-and-sql/925)
**Author:** [@narankarthi101113457](https://forum.guvi.in/u/narankarthi101113457)\ **Replies:** 2\ **Last updated:** [October 16, 2026, 11:44am UTC](https://forum.guvi.in/t/should-finance-team-leads-learn-power-bi-and-sql/925 "2026-10-16T11:44:40Z")
Are Power BI and SQL essential skills for finance professionals looking to advance their careers or transition into data-related roles? Share your experiences, learning tips, and advice to help others decide which skill… --- ## [What data roles can a finance team leader move into?](https://forum.guvi.in/t/what-data-roles-can-a-finance-team-leader-move-into/924)
**Author:** [@narankarthi101113457](https://forum.guvi.in/u/narankarthi101113457)\ **Replies:** 2\ **Last updated:** [October 16, 2026, 11:43am UTC](https://forum.guvi.in/t/what-data-roles-can-a-finance-team-leader-move-into/924 "2026-10-16T11:43:56Z")
Which data roles, such as financial data analyst, business analyst, or data scientist, are suitable for finance team leaders looking to switch careers? Share your experiences, recommended skills, and career advice to hel… --- ## [ACE Test results](https://forum.guvi.in/t/ace-test-results/934)
**Author:** [@citstudy2160184](https://forum.guvi.in/u/citstudy2160184)\ **Replies:** 0\ **Last updated:** [October 16, 2026, 11:11am UTC](https://forum.guvi.in/t/ace-test-results/934 "2026-10-16T11:11:16Z")
Hi GUVI Team and Community, I am writing to get an update regarding the HCL GUVI ACE Test results. I appeared for the assessment some 3 weeks ago, but my dashboard still hasn’t updated, and I haven’t received any email … --- ## [Should Data Scientists learn Generative AI and LLMs?](https://forum.guvi.in/t/should-data-scientists-learn-generative-ai-and-llms/817)
**Author:** [@astha37422](https://forum.guvi.in/u/astha37422)\ **Replies:** 3\ **Last updated:** [October 15, 2026, 9:39am UTC](https://forum.guvi.in/t/should-data-scientists-learn-generative-ai-and-llms/817 "2026-10-15T09:39:15Z")
With Generative AI and LLMs becoming a bigger part of the tech industry, I’ve been wondering whether Data Scientists should add these skills to their toolkit. Are GenAI and LLMs becoming essential for Data Science career… --- ## [Are We Actually Learning to Code, or Just Learning to Prompt AI?](https://forum.guvi.in/t/are-we-actually-learning-to-code-or-just-learning-to-prompt-ai/898)
**Author:** [@jairamthakur197998574](https://forum.guvi.in/u/jairamthakur197998574)\ **Replies:** 0\ **Last updated:** [October 10, 2026, 12:54pm UTC](https://forum.guvi.in/t/are-we-actually-learning-to-code-or-just-learning-to-prompt-ai/898 "2026-10-10T12:54:14Z")
AI tools are making coding faster and more accessible than ever. Students can now generate code, fix errors, and even build complete projects with the help of AI. But this raises an important question: are we truly devel… --- ## [Is it too late to switch to data science after 10 years of experience?](https://forum.guvi.in/t/is-it-too-late-to-switch-to-data-science-after-10-years-of-experience/888)
**Author:** [@astha37422](https://forum.guvi.in/u/astha37422)\ **Replies:** 2\ **Last updated:** [October 9, 2026, 11:38am UTC](https://forum.guvi.in/t/is-it-too-late-to-switch-to-data-science-after-10-years-of-experience/888 "2026-10-09T11:38:50Z")
I’ve been wondering if switching to Data Science after 10 years of experience is a realistic move or if it’s too late to start over. Can someone’s existing industry knowledge and professional experience give them an adva… --- ## [How do I get a data analyst job after 1-3 years in customer support?](https://forum.guvi.in/t/how-do-i-get-a-data-analyst-job-after-1-3-years-in-customer-support/884)
**Author:** [@astha37422](https://forum.guvi.in/u/astha37422)\ **Replies:** 2\ **Last updated:** [October 9, 2026, 11:37am UTC](https://forum.guvi.in/t/how-do-i-get-a-data-analyst-job-after-1-3-years-in-customer-support/884 "2026-10-09T11:37:34Z")
I’m curious about how someone with 1–3 years of customer support experience can move into a data analyst role. Would learning Excel, SQL, Power BI, and Python be enough to get started, or do employers expect relevant exp… --- ## [What customer support skills help in data analytics?](https://forum.guvi.in/t/what-customer-support-skills-help-in-data-analytics/883)
**Author:** [@astha37422](https://forum.guvi.in/u/astha37422)\ **Replies:** 2\ **Last updated:** [October 9, 2026, 11:36am UTC](https://forum.guvi.in/t/what-customer-support-skills-help-in-data-analytics/883 "2026-10-09T11:36:08Z")
I was wondering how much customer support experience actually helps when moving into data analytics. Skills like understanding customer behavior, spotting patterns, and solving problems seem pretty relevant. Has anyone h… [Next page](https://forum.guvi.in/c/general/4.md?page=1)