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Your BI Seniority profile by 6 main competenciesInspired by Reveal the Data
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Adopted by Data Nature
free to use, comment or share
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https://data-nature.com
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https://t.me/datanature
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Reference values
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List of skillsYour self-estimationYour scoreJuniorMiddleSeniorLead
How to develop the skill
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1Business analysis1,61,22,23,43,9link 1link 2link 3link 4link 5link 6
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1.1Dashboard development according to technical specification/layoutI can implement the dashboard according to the mockup and find the solutions I don't know on the web22344https://sense23.com/post/kak-sozdavat-poleznye-dlya-biznesa-dashbordy-algoritm-printsipy-verstki-instrumenty-arhitekturahttps://www.youtube.com/watch?v=vWXBpLrYhgg&t=462shttps://miro.com/app/board/o9J_kpOMVFA=/
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1.2Gathering the requirements for a dashboard targeted to a small audienceI can moderate a session with up to 10 customers, set up the priorities and manage the discussion, understand all the stakeholders and align the requirements with them42344https://sense23.com/post/kak-sozdavat-poleznye-dlya-biznesa-dashbordy-algoritm-printsipy-verstki-instrumenty-arhitekturahttps://www.youtube.com/watch?v=vWXBpLrYhgg&t=462shttps://miro.com/app/board/o9J_kpOMVFA=/https://datanature.ru/analiztrebovaniihttps://www.ireb.org/en/downloads/tag:handbook
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1.3Gathering the requirements for a dashboard targeted to 50+ users (large audience)I can conduct a research of users' behavior and needs, investigate the business processes31234https://sense23.com/post/kak-sozdavat-poleznye-dlya-biznesa-dashbordy-algoritm-printsipy-verstki-instrumenty-arhitekturahttps://www.youtube.com/watch?v=vWXBpLrYhgg&t=462shttps://miro.com/app/board/o9J_kpOMVFA=/https://datanature.ru/analiztrebovaniihttps://www.modernanalyst.com/Resources/Articles/tabid/115/ID/6074/The-6-Most-Important-Requirements-Practices.aspx
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1.4Ability to understand that a dashboard is not needed and to propose another solutionIf the request seems to be covered by existing solutions I readdress it. Othervise I perform it as requested21234https://www.klipfolio.com/blog/starter-guide-to-dashboardshttps://www.datapine.com/blog/strategic-operational-analytical-tactical-dashboards/https://www.datapine.com/blog/dashboard-design-principles-and-best-practices/https://en.wikipedia.org/wiki/Dashboard_(business)https://inside.getyourguide.com/blog/2020/7/28/10-tips-on-effective-communication-in-business-intelligence
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1.5Analysis of the analytics needs for the department and development of a system of reportsCan prioritize requirements and develop a system of reports that meets business needs and aligns with industry best practices. I understand the use cases for the dashboards and make a research on necessary improvements31244https://vitalflux.com/dashboard-purpose-advantages-disadvantages/https://www.business2community.com/business-intelligence/dashboards-vs-reports-and-when-to-use-which-02312013https://habr.com/ru/company/yougile/blog/451256/https://www.tableau.com/learn/blueprint
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1.6Check that the dashboard works correctly/TestingSelect an option01234https://tableau.pro/m10?ysclid=l6agpblrb8230205835https://help.tableau.com/current/pro/desktop/en-us/dashboards_best_practices.htmhttps://uxplanet.org/checklist-for-perfect-dashboard-design-771a6f630acdhttps://apedatascientist.com/2021/08/18/dashboard-qa-and-uat-strategy/https://docs.google.com/spreadsheets/d/1wrU1YbOe2KBaCd4MT2QRJLS52ErqMeCvS2XKmE7otK4/edit#gid=0
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1.7Expertise in business domainsHave a basic understanding of the business domain with guidance. I know contact persons on the customer side11244https://www.bridging-the-gap.com/new-business-domain/https://l-a-b-a.com/blog/2602-aleksandr-barakov-bi-komanda-dolzhna-sozdavat-analiticheskuyu-tyagu-v-biznese
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1.8Data interpretation and storytellingI have a basic understanding of the data on the dashboard, can walk-through the user on what data is presented on the dashboard and answer specific questions when asked11234https://www.storytellingwithdata.com/bookshttps://www.umass.edu/mwwp/pdf/intmanl.pdfhttps://www.youtube.com/watch?v=8EMW7io4rSIhttps://phrazor.ai/blog/data-storytelling-for-businesshttps://www.susielu.com/data-viz/storytelling-in-dashboardshttps://youtu.be/cSR5Vuf30MU
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1.9Dashboard as a product / Data as a product thinkingSelect an option01234https://www.youtube.com/watch?v=ymsswuIoXz8https://www.youtube.com/watch?v=96nfI6ie4Jkhttps://ux-journal.ru/kak-stroit-customer-journey-map.htmlhttps://habr.com/ru/company/netologyru/blog/494808/https://www.youtube.com/watch?v=Vy_rq-x9QEohttps://dataliteracy.ru/speak09
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1.10Statistics foundationsSelect an option01233https://stepik.org/course/76/promo#tochttp://info.levandovskiy.info/wp-content/uploads/2018/10/Statistika_i_kotiki.pdf
https://www.coursera.org/learn/descriptive-statistics-statistical-distributions-business-application?specialization=business-statistics-analysis
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2Tableau2,81,82,93,93,4https://tableau.pro/bookofmarathon42https://www.tableau.com/support/knowledgebase#desktophttps://public.tableau.com/profile/benoit.lavergne5668#!/vizhome/TrainingPlan_15849733488110/TableauTrainingPlanhttps://www.tableau.com/learn/training/https://www.youtube.com/playlist?list=PLGoEZLY2VtZ8YwIQ9rZ0P99N-HrbpRZVO
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2.1Data connection, data model preparation, extracts settingsI easily can choose appropriate data connection type and understand advantages, disadvantages, and use cases for each one, can do extract optimization, incremental refresh42343https://www.tableau.com/learn/training/
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2.2Data blending and relations. Understainding when and what type to useI can choose the most appropriate data model to optimize workbook performance, understand the underlying SQL queries performed by each type42343https://www.youtube.com/playlist?list=PLGoEZLY2VtZ8YwIQ9rZ0P99N-HrbpRZVOhttps://interworks.com/blog/2020/04/21/comparing-tableaus-new-relationships-blends-joins/https://www.tableau.com/blog/relationships-part-1-meet-new-tableau-data-modelhttps://www.youtube.com/watch?v=G_1uRWwX3Xghttps://help.tableau.com/current/pro/desktop/en-us/datasource_dont_be_scared_deeper.htm
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2.3Workbooks and data sources publishing on the serverI understand what settings to set when publishing a book to the server (tabbed view, show selections, tags, sheets etc.)12343https://help.tableau.com/current/pro/desktop/en-us/publish_datasources_about.htm
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2.4Text and charts formatingI know how to change colors, axes formating, text size and font22343https://help.tableau.com/current/pro/desktop/en-us/formatting.htm https://www.youtube.com/watch?v=HVHNGLrF6NU https://www.youtube.com/watch?v=aqHpQR3jx9I
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2.5Calculated fieldsI can solve any task using calculations. I understand when it's better to move the calculation to the data source32343https://hevodata.com/learn/tableau-calculated-fields/https://help.tableau.com/current/pro/desktop/en-gb/functions_operators.htmhttps://help.tableau.com/current/pro/desktop/en-us/functions.htmhttps://datanature.ru/tableaucalculationtips
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2.6Table calculationsI understand how to improve performance of table calculations, understand specifics of Total() function42344https://hevodata.com/learn/tableau-table-calculations/https://help.tableau.com/current/pro/desktop/en-us/functions_functions_tablecalculation.htmhttps://interworks.com/blog/2021/07/09/tableau-table-calculation-highlights-advanced-options/https://revealthedata.com/blog/all/osobennosti-raboty-funkcii-total/
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2.7Nested table calculationsI know how to use it through "Add secondary calculation"22344https://www.youtube.com/watch?v=hIw05HIud4k
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2.8Level of detail calculationsI understand the difference between INCLUDE, EXCLUDE, and FIXED, know their place in the order of operations32344https://hevodata.com/learn/lod-tableau/https://revealthedata.com/blog/all/lody-poryadok-operaciy-i-kak-rabotaet-tablo/
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2.9Order of operationsI know the order of calculations and its effect, know the difference betwwen the context and standard filters22344https://help.tableau.com/current/pro/desktop/en-us/order_of_operations.htmhttps://www.flerlagetwins.com/2020/09/order-of-operations.htmlhttps://www.thedataschool.co.uk/harry-cooney/tableaus-order-of-operationshttps://revealthedata.com/blog/all/lody-poryadok-operaciy-i-kak-rabotaet-tablo/
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2.10Sets, bins and groupsI can create and use sets, bins and groups22344https://datavizguru.com/tableau/groups-vs-sets-vs-bins-vs-parameters/https://datacrunchcorp.com/tableau-sets/
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2.11ParametersI can implement parameter actions, use dynamic parameters32343https://help.tableau.com/current/pro/desktop/en-us/parameters_create.htmhttps://help.tableau.com/current/pro/desktop/en-us/changing-views-using-parameters.htmhttps://datacrunchcorp.com/tableau-parameters/https://help.tableau.com/current/pro/desktop/en-us/actions_parameters.htmhttps://tableau.pro/m06https://data-tools.org/tableau-parameters-basic-1/
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2.12Containers, floating and tiled blocks, layoutsI understand the difference between different types of containters and how to use them22344https://www.algorhythmblog.be/2021/05/06/tableau-containers/https://www.nextlytics.com/blog/dashboarding-with-tableau-work-with-layout-containershttps://www.youtube.com/watch?v=GE1czOiI-8o
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2.13Interactivilty and actions (filter, set, parameter, URL actions)I know how to optimise user experience and report performance with actions32343https://tableau.pro/m34https://help.tableau.com/current/pro/desktop/en-us/actions.htm
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2.14Performance analysis and improvementI can make and analyse a performance recording32343https://nastengraph.medium.com/%D1%81%D0%BE%D0%B2%D0%B5%D1%82%D1%8B-%D0%BF%D0%BE-%D1%83%D0%BB%D1%83%D1%87%D1%88%D0%B5%D0%BD%D0%B8%D1%8E-%D0%BF%D0%B5%D1%80%D1%84%D0%BE%D0%BC%D0%B0%D0%BD%D1%81%D0%B0-%D0%B4%D1%8D%D1%88%D0%B1%D0%BE%D1%80%D0%B4%D0%BE%D0%B2-%D0%B2-tableau-cca4c0e2e9b7https://www.tableau.com/sites/default/files/2021-10/Designing-Efficient-Workbooks-2021-Interworks_0.pdfhttps://failover-origin-www.tableau.com/web/sites/default/files/2021-06/Designing-Efficient-Workbooks_2021.pdfhttps://help.tableau.com/current/pro/desktop/en-us/perf_record_create_desktop.htmhttps://interworks.com/blog/2018/05/16/the-tableau-performance-optimization-flowchart/https://www.youtube.com/watch?v=NhPaJIpoT8E
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2.15Data source architecture (long/wide tables etc.)I can set a task to the Data engineer on preparation of a data mart21343https://towardsdatascience.com/long-and-wide-formats-in-data-explained-e48d7c9a06cb
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2.16Style code (naming, comments, structure)I organize the workbook to make it easy to support (use descriptions for fields and sheets)32343https://interworks.com/blog/2021/04/09/tableau-naming-conventions-our-best-advice-for-calcs-sheets-more/https://datanature.ru/tableaucalculationtipshttps://habr.com/ru/company/manychat/blog/468953/
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2.17Server content managementI conduct a full cycle of change management41243https://help.tableau.com/current/server/en-us/manage_server.htmhttps://www.udemy.com/course/tableauserver2019/?utm_source=adwords&utm_medium=udemyads&utm_campaign=LongTail_la.EN_cc.ROW&utm_content=deal4584&utm_term=_._ag_77879424214_._ad_535397245866_._kw__._de_c_._dm__._pl__._ti_dsa-1007766171552_._li_21582_._pd__._&matchtype=&gclid=EAIaIQobChMIib-Ouvqb-QIVgwWiAx03TADUEAAYASAAEgIW6vD_BwEhttps://help.tableau.com/current/server/en-us/sites_toc.htmhttps://help.tableau.com/current/offline/en-us/tableau_server_windows.pdf
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2.18Understanding of server work principlesI know the technical architecture of the server31233https://public.tableau.com/app/profile/technical.product.marketing/viz/TableauServerProcessScenarios/ServerArchitectureFlow?publish=yeshttps://help.tableau.com/current/server/en-us/processes.htmhttps://public.tableau.com/shared/Q9HRJNJM2?:display_count=yes&:origin=viz_share_link&:showVizHome=no
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2.19Row-Level-SecurityI know data sources aimed to set-up RLS, understand the logic of RLS methods32344https://help.tableau.com/current/server/en-us/rls_options_overview.htmhttps://www.youtube.com/watch?v=YB1b_TTk-t8https://hevodata.com/learn/tableau-row-level-security/https://tarsolutions.co.uk/blog/row-level-security-in-tableau/
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*Maps, geo-data, polygons, layreshttps://mindmajix.com/tableau-mapshttps://training-nyc.com/learn/tableau/expanding-map-possibility-with-spatial-fileshttps://libraries.uta.edu/news-events/blog/using-shapefiles-tableauhttps://tableau.pro/m08
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*Tableau rest API developmenthttps://help.tableau.com/current/api/rest_api/en-us/REST/rest_api_get_started_tutorial_intro.htmhttps://github.com/tableau/server-client-python;https://github.com/tableau/rest-api-sampleshttps://help.tableau.com/current/api/rest_api/en-us/REST/rest_api.htmhttps://tableau.github.io/server-client-python/docs/https://tableau.github.io/server-client-python/docs/api-refhttps://www.youtube.com/watch?v=NHomg6M9RcA
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3Design & viz1,71,72,83,84,0https://youtu.be/jDY_G1fb2p4https://revealthedata.com/blog/all/navyki-dlya-vizualizacii-dannyh-i-dataviz-inzhenerov/https://clauswilke.com/dataviz/https://blog.datawrapper.de/beautifulcolors/https://bureau.ru/bb/soviet/20160503/https://miro.com/app/board/uXjVOAd5rXM=/
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3.1Layout design: selection of the optimal report structure and dashboard compositionI just include all views on the dashboard choosing the layout intuitively12344https://ux.pub/editorial/10-pravil-proiektirovaniia-panieli-dashbordov-29hbhttps://revealthedata.com/blog/all/dashboard-templates/https://t.me/revealthedata/673https://www.youtube.com/watch?v=jWHsLAosIIghttps://www.datapine.com/blog/strategic-operational-analytical-tactical-dashboards/https://miro.com/app/board/uXjVOAd5rXM=/
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3.2Chart type selection for a taskI have in mind a standard pack of visualizations that fit particular purposes. I can identify appropriate chart types for more complex tasks. Can also recognize when a chart type may not be appropriate for the given data.22344https://chart.guide/charts/chart-choosing/
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3.3Selection and creation of rare chart types for a task (not line, bar, pie, crosstab)I use complex visualizations to make the dashboard more beautiful21344https://www.dataviz-inspiration.com/https://www.data-to-viz.com/http://datavizproject.com/
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3.4Using Gestalt principles in designI'm not familiar with that concept12344https://medium.com/nightingale/how-to-apply-gestalt-psychology-principles-in-data-visualization-6242f4f1a3dehttps://t.me/nastengraph/2355
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3.5Rules and principles of data visualization - Tufte skillsI heard about that, apply similar principles intuitively22344https://www.edwardtufte.com/tufte/books_vdqihttps://www.edwardtufte.com/tufte/books_vdqihttps://bureau.ru/soviet/teoriya-blizosti/https://www.artlebedev.ru/kovodstvo/sections/136/https://bureau.ru/soviet/20140818/
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3.6Using Color and color palettesI can select appropriate color palettes for different visualizations and can use color effectively to highlight data21234https://blog.datawrapper.de/beautifulcolors/https://www.sessions.edu/color-calculator/https://www.youtube.com/watch?v=HI49FJu9Kbchttps://leftjoin.ru/all/color-in-visualisations/https://link.medium.com/ENaA0YBNwkbhttps://coolors.co/image-picker
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4Management2,51,11,92,94,0https://bureau.ru/soviet/fff/selected/https://bureau.ru/soviet/clients/selected/
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4.1Expectations management and communication about arising issuesI evaluate the task and situation and communicate the risks beforehands to manage proper expectations; if issues appear, communicate them right away for fast resolution31234https://habr.com/ru/company/netologyru/blog/445510/https://vc.ru/dev/285103-ob-upravlenii-ozhidaniyami-v-proektnoy-deyatelnostihttps://miro.com/app/board/uXjVOLLzsE4=/https://www.litres.ru/dzhim-kemp/snachala-skazhite-net-sekrety-professionalnyh-peregovorschikov-2/
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4.2Parallel development of 2-3 dashboardsI can be in the process of development of several new dashboards in parallel, switching the context from one to another when there is a time lag in development (e.g. UAT) or change of priorities31234https://www.liquidplanner.com/blog/10-strategies-managing-multiple-projects/https://rindle.com/blog/how-to-manage-multiple-projects-at-the-same-timehttps://bureau.ru/soviet/selected/aleksey-mihaylov/kak-upravlyat-soboy-i-delami/
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4.3Full cycle dashboard development managementI make up a work plan for the team, organize teamwork and processes41234https://www.youtube.com/watch?v=vWXBpLrYhgg&t=462shttps://miro.com/app/board/o9J_kpOMVFA=/https://www.wrike.com/project-management-guide/project-lifecycle/https://www.wrike.com/project-management-guide/methodologies/
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4.4Autonomy / Self-managementI understand the goals of my work, plan and organize resources for their achievement and control the results31234https://prodasch.ru/blog/infografika/metody-taym-menedzhmenta-v-infografike/https://happymonday.ua/ru/kak-poluchyt-svobodu-y-avtonomnost-v-rabotehttps://asana.com/ru/resources/how-prioritize-tasks-workhttps://www.litres.ru/maksim-dorofeev/dzhedayskie-tehniki/
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4.5Organization of teamwork (3-5 persons)I understand how to organize the work, can backfill the manager during his/her vacation31234https://agilemanifesto.org/iso/ru/manifesto.htmlhttps://www.scrumguides.org/https://www.spica.com/blog/how-to-manage-a-small-teamhttps://www.mann-ivanov-ferber.ru/books/biznesroman/arshipfable/https://www.ozon.ru/product/scrum-na-praktike-vysokaya-produktivnost-i-rezultaty-pryamo-seychas-507385996/?sh=7ZXOG6eeTw
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4.6Interviewing and assessment of proficiency of candidate/employeeI am not involved in the interviewing process but I can prepare a task for a candidate21234https://klever.blog/how-to-conduct-technical-interview/https://luxoft.csod.com/ui/lms-learning-details/app/curriculum/631a88c7-0035-4365-b395-d0bc7881631d
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4.7Training BI developersI can support newcomers with the topics of corporate structure, systems and processes21234https://revealthedata.com/blog/all/matrica-kompetenciy-bi-analitika/
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4.8Change managementI understang the general impact of changes I make, communicate the changes by means of email notification before implementation21234https://www.shrm.org/hr-today/news/hr-magazine/spring2021/pages/managing-change.aspxhttps://www.mann-ivanov-ferber.ru/books/upravljaja_izmenenijami/
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4.9Presentation skillsI can prepare clear and laconic slides and present results of my work21234https://www.litres.ru/barbara-minto/princip-piramidy-minto-r-zolotye-pravila-myshleniya-delovogo/https://www.thedataschool.com.au/summer-dong/how-to-present-a-tableau-dashboard/http://muratbuffalo.blogspot.com/2015/02/how-to-present-your-work.html
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4.10Stakeholder ManagementI understand in general the needs and interests of my customers, but I'm not actively involved in communication22234https://towardsdatascience.com/data-analyst-guide-to-stakeholder-management-728413c19449
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4.11Creation and development of BI-communityI'm not experienced enough to consult others but i can answer user questions after some guidance11124https://www.tableau.com/learn/blueprinthttps://miro.com/app/board/o9J_lha8MnM=/
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4.12Understanding of different BI models (Self-Service, Centrilized BI), designing BI strategyI understand the different BI models, for which cases and how those are best implemented in the oragnization.31234https://miro.com/app/board/o9J_lha8MnM=/https://www.tableau.com/learn/blueprint
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5Data preparation3,01,02,03,53,0
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5.1SQLI can design and optimize database schemas, write stored procedures, and fine-tune SQL queries for performance.31233https://www.hackerrank.com/domains/sqlhttps://docs.microsoft.com/en-us/sql/t-sql/language-reference?view=sql-server-ver16https://www.w3schools.com/sql/default.asphttps://learning.oreilly.com/videos/advanced-applied-sql/9781788470803/https://stackoverflow.com/questions/tagged/sqlhttps://datalearn.ru/kurs-po-sql
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5.2Data catalogue knowledge. Orientation in data sourcesI understand the main sources in the domains I am involved in; know where to find the necessary information on all data sources31243https://www.youtube.com/watch?v=-CPiOe9rnh0
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*Working with version control systemsI Understand the basics of version control, such as creating and cloning a repository, committing changes, and resolving merge conflicts. Requires guidance and review from more senior team members.
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*PythonI can write Python code for moderately complex tasks and use third-party libraries for data processing and visualization.https://stepik.org/course/67/promohttps://www.edx.org/course/introduction-to-computer-science-and-programming-7?index=product&queryID=4e8347fbd70a90e35502200e2277701a&position=3https://towardsdatascience.com/sqlalchemy-python-tutorial-79a577141a91 https://habr.com/ru/company/domclick/blog/581304/
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*Other Corporate ETL toolshttps://docs.microsoft.com/en-us/sql/integration-services/sql-server-integration-services?view=sql-server-ver16Программа курса · Свободное погружение в СУБД · Stepik
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6Soft skills2,71,42,33,34,0
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6.1InitiativeI analyse value of our service for the business and can initiate improvements31234https://www.thriveyard.com/17-tips-on-how-to-take-initiative-at-work/https://www.indeed.com/career-advice/career-development/ways-to-take-initiative-at-work
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6.2Problem solving skillsI can anticipate the problem areas and associated risk levels, diagnose the problem using problem-solving tools and techniques from multiple angles, generate and evaluate several solutions considering the business priorities and stakeholders' needs41234
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6.3Creating and editing textI can explain the idea in writing. I pay attention to details so the text could be too verbose11234https://www.udemy.com/course/effective-business-writing/https://writer.com/blog/improve-business-writing-style/
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6.4DocumentationI can highlight main information and describe the dashboard in clear language22344https://www.atlassian.com/ru/work-management/knowledge-sharing/documentationhttps://www.youtube.com/watch?v=t4vKPhjcMZg
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6.5Communication skillsI can communicate with my team. Sometimes I find it difficult to explain the idea to representatives of nother departments21234https://www.mann-ivanov-ferber.ru/books/hbr-guide/https://www.mann-ivanov-ferber.ru/books/kouching-agile-komand/https://www.livelib.ru/selection/897612-knigi-po-iskusstvu-obscheniya
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6.6English languageC1 Fluent43344https://videoinfographica.com/learn-english-websites/https://youtu.be/8taaeDOW70shttps://effortlessenglish.com/https://www.youtube.com/channel/UCfYYi6aJNg70mFYnbBKcMQw
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6.7ProactivilityI can identify and proactively mitigate project risks and blockers, regularly communicate status updates, and initiate process improvements to increase project efficiency.31234https://www.ozon.ru/product/sem-navykov-vysokoeffektivnyh-lyudey-moshchnye-instrumenty-razvitiya-lichnosti-oblozhka-s-231111233/https://lifehacker.ru/recenziya-proaktivnoe-myshlenie-dzhon-miller/?cpage=1
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*Volitional powershttps://hurma.work/rf/blog/zachem-nuzhna-stressoustojchivost-i-kak-ee-povysit-2/https://spark.ru/user/85160/blog/35181/kak-prevratit-rutinnie-zadachi-product-menedzhera-v-rok-n-rollhttps://www.amazon.com/Grit-Passion-Perseverance-Angela-Duckworth/dp/1501111108
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*Leadership skillshttps://www.businessnewsdaily.com/15835-leadership-development-goals.htmlhttps://habr.com/ru/company/ncloudtech/blog/573754/