{"id":5365,"date":"2021-03-26T16:16:39","date_gmt":"2021-03-26T16:16:39","guid":{"rendered":"https:\/\/www.theoaklandgroup.co.uk\/?p=5365"},"modified":"2021-03-26T16:16:39","modified_gmt":"2021-03-26T16:16:39","slug":"project-analytics-getting-to-know-your-data","status":"publish","type":"post","link":"https:\/\/weareoakland.com\/blog\/project-analytics-getting-to-know-your-data\/","title":{"rendered":"Project Analytics: Getting to know your data."},"content":{"rendered":"<p><i><span data-contrast=\"none\">Welcome to part 2 of our 5<\/span><\/i><i><span data-contrast=\"none\">\u00a0part<\/span><\/i><i><span data-contrast=\"none\">\u00a0series exploring the evolution of Project Analytics and how it&#8217;s transforming the performance and outcome of major projects initiatives.<\/span><\/i><span data-ccp-props=\"{&quot;201341983&quot;:0,&quot;335559740&quot;:276}\">\u00a0<\/span><\/p>\n<p><span data-ccp-props=\"{&quot;201341983&quot;:0,&quot;335559740&quot;:276}\">\u00a0<\/span><span data-contrast=\"none\">In this article, we explore some use cases and best practices for getting started with project analytics.<\/span><span data-ccp-props=\"{&quot;201341983&quot;:0,&quot;335559740&quot;:276}\">\u00a0<\/span><\/p>\n<p><span data-ccp-props=\"{&quot;201341983&quot;:0,&quot;335559740&quot;:276}\">\u00a0<\/span><span data-contrast=\"auto\">Closing the Project Analytics &#8216;Imagination Gap&#8217;<\/span><span data-ccp-props=\"{&quot;201341983&quot;:0,&quot;335559738&quot;:360,&quot;335559739&quot;:120,&quot;335559740&quot;:276}\">\u00a0<\/span><\/p>\n<p><span data-ccp-props=\"{&quot;201341983&quot;:0,&quot;335559740&quot;:276}\">\u00a0<\/span><i><span data-contrast=\"none\">&#8220;We need a critical mass of people who have the desire and the skills to make change happen at a personal and project level. Only with that critical mass can we change the sector.&#8221;\u00a0<\/span><\/i><span data-ccp-props=\"{&quot;201341983&quot;:0,&quot;335559685&quot;:720,&quot;335559740&quot;:276}\">\u00a0<\/span><\/p>\n<p><b><span data-contrast=\"auto\">Gareth Parkes, Head of Data &amp; Analytics at Sir Robert McAlpine,\u00a0<\/span><\/b><a href=\"https:\/\/www.dataiq.co.uk\/articles\/articles\/gareth-parkes-building-data-driven-projects-at-sir-robert-mcalpine\"><span><b><span data-contrast=\"none\">DataIQ<\/span><\/b><b><span data-contrast=\"none\">\u00a0interview<\/span><\/b><\/span><\/a><span data-ccp-props=\"{&quot;201341983&quot;:0,&quot;335559685&quot;:720,&quot;335559740&quot;:276}\">\u00a0<\/span><\/p>\n<p><span data-contrast=\"none\">In the early days of your project analytics initiative, one of your primary goals will be to bring together the data and process communities.<\/span><span data-ccp-props=\"{&quot;201341983&quot;:0,&quot;335559740&quot;:276}\">\u00a0<\/span><span data-ccp-props=\"{&quot;201341983&quot;:0,&quot;335559740&quot;:276}\">\u00a0<\/span><\/p>\n<p><span data-contrast=\"none\">On one side, you have those with an in-depth knowledge of the business process and can imagine the art of the possible with improved project analytics, and on the other side, you have the data team.<\/span><span data-ccp-props=\"{&quot;201341983&quot;:0,&quot;335559740&quot;:276}\">\u00a0<\/span><\/p>\n<p><span data-contrast=\"none\">To succeed, you need to bridge this gap and create a unified team.<\/span><span data-ccp-props=\"{&quot;201341983&quot;:0,&quot;335559740&quot;:276}\">\u00a0<\/span><\/p>\n<h2 aria-level=\"3\"><strong>Moving data out of the backroom\u00a0<\/strong><\/h2>\n<p><span data-contrast=\"none\">Within major projects, the data function can often\u00a0<\/span><span data-contrast=\"none\">be seen as<\/span><span data-contrast=\"none\">\u00a0a backroom function and hence somewhat undervalued by the organisation.\u00a0<\/span><span data-ccp-props=\"{&quot;201341983&quot;:0,&quot;335559740&quot;:276}\">\u00a0<\/span><\/p>\n<p><span data-contrast=\"none\">Where\u00a0<\/span><span data-contrast=\"none\">we&#8217;ve<\/span><span data-contrast=\"none\">\u00a0observed project analytics success, the cultural mindset around data has shifted.\u00a0<\/span><span data-ccp-props=\"{&quot;201341983&quot;:0,&quot;335559740&quot;:276}\">\u00a0<\/span><\/p>\n<p><span data-contrast=\"none\">Project leadership<\/span><span data-contrast=\"none\">, in particular, have<\/span><span data-contrast=\"none\">\u00a0recognised the incredible value that the right mix of data skills and technology can deliver for better decision-making and operational outcomes.<\/span><span data-ccp-props=\"{&quot;201341983&quot;:0,&quot;335559740&quot;:276}\">\u00a0<\/span><\/p>\n<h2 aria-level=\"3\"><strong>Creating a coalition of process and data expertise\u00a0<\/strong><\/h2>\n<p><span data-contrast=\"none\">To close the project analytics \u2018imagination gap\u2019,\u00a0<\/span><span data-contrast=\"none\">you&#8217;ll<\/span><span data-contrast=\"none\">\u00a0need to align those with the vision for project analytics (those who typically understand project processes intimately) and the internal data experts who understand project data and systems at a granular level.<\/span><span data-ccp-props=\"{&quot;201341983&quot;:0,&quot;335559740&quot;:276}\">\u00a0<\/span><\/p>\n<p><span data-contrast=\"none\">Whilst\u00a0<\/span><span data-contrast=\"none\">it&#8217;s<\/span><span data-contrast=\"none\">\u00a0admirable to have a grand vision of &#8216;shooting for the moon&#8217; with Artificial Intelligence and Machine Learning, we recommend getting started by building a cohesive team of process and data experts to focus on some impactful (and achievable) short term use cases.<\/span><span data-ccp-props=\"{&quot;201341983&quot;:0,&quot;335559740&quot;:276}\">\u00a0<\/span><\/p>\n<h2 aria-level=\"2\"><strong>What data skills will you need?\u00a0<\/strong><\/h2>\n<p><span data-contrast=\"none\">You clearly need to bring in some extra data professionals onto your project analytics initiative, but what roles are required?<\/span><span data-ccp-props=\"{&quot;201341983&quot;:0,&quot;335559740&quot;:276}\">\u00a0<\/span><\/p>\n<p><b><span data-contrast=\"none\">Data Analysts:\u00a0<\/span><\/b><span data-ccp-props=\"{&quot;201341983&quot;:0,&quot;335559740&quot;:276}\">\u00a0<\/span><\/p>\n<p><span data-contrast=\"none\">These are the &#8216;workhorses&#8217; of any data-intensive program. You will need to ensure that your data analysts have the requisite skills because the data analyst role can vary across industries.\u00a0<\/span><span data-ccp-props=\"{&quot;201341983&quot;:0,&quot;335559740&quot;:276}\">\u00a0<\/span><\/p>\n<p><span data-contrast=\"none\">The Gov.UK website provides a good overview of a\u00a0<\/span><a href=\"https:\/\/www.gov.uk\/guidance\/data-analyst\"><span><span data-contrast=\"none\">Data Analyst Job Description<\/span><\/span><\/a><span data-contrast=\"none\">:<\/span><span data-ccp-props=\"{&quot;201341983&quot;:0,&quot;335559740&quot;:276}\">\u00a0<\/span><\/p>\n<ul>\n<li data-leveltext=\"\u25cf\" data-font=\"\" data-listid=\"6\" aria-setsize=\"-1\" data-aria-posinset=\"1\" data-aria-level=\"1\"><span data-contrast=\"none\">Apply tools and techniques for data analysis and data visualisation (including the use of business information tools)<\/span><\/li>\n<li data-leveltext=\"\u25cf\" data-font=\"\" data-listid=\"6\" aria-setsize=\"-1\" data-aria-posinset=\"1\" data-aria-level=\"1\"><span data-contrast=\"none\">Identify, collect and migrate data to and from a range of\u00a0<\/span><span data-contrast=\"none\">systems<\/span><span data-ccp-props=\"{&quot;201341983&quot;:0,&quot;335559740&quot;:276}\">\u00a0<\/span><\/li>\n<li data-leveltext=\"\u25cf\" data-font=\"\" data-listid=\"6\" aria-setsize=\"-1\" data-aria-posinset=\"1\" data-aria-level=\"1\"><span data-contrast=\"none\">Manage, clean, abstract and aggregate data alongside a range of analytical studies on that\u00a0<\/span><span data-contrast=\"none\">data<\/span><span data-ccp-props=\"{&quot;201341983&quot;:0,&quot;335559740&quot;:276}\">\u00a0<\/span><\/li>\n<li data-leveltext=\"\u25cf\" data-font=\"\" data-listid=\"6\" aria-setsize=\"-1\" data-aria-posinset=\"1\" data-aria-level=\"1\"><span data-contrast=\"none\">Manipulate and link different data\u00a0<\/span><span data-contrast=\"none\">sets<\/span><span data-ccp-props=\"{&quot;201341983&quot;:0,&quot;335559740&quot;:276}\">\u00a0<\/span><\/li>\n<li data-leveltext=\"\u25cf\" data-font=\"\" data-listid=\"6\" aria-setsize=\"-1\" data-aria-posinset=\"1\" data-aria-level=\"1\"><span data-contrast=\"none\">Summarise and present data and conclusions in the most appropriate format for\u00a0<\/span><span data-contrast=\"none\">users<\/span><span data-ccp-props=\"{&quot;201341983&quot;:0,&quot;335559740&quot;:276}\">\u00a0<\/span><\/li>\n<\/ul>\n<p><b><span data-contrast=\"none\">Data Engineers:<\/span><\/b><span data-ccp-props=\"{&quot;201341983&quot;:0,&quot;335559740&quot;:276}\">\u00a0<\/span><\/p>\n<p><span data-contrast=\"none\">It&#8217;s<\/span><span data-contrast=\"none\">\u00a0fair to say that large capital programs are often more used to working with construction engineers than data engineers, but data engineers will become a critical aspect of your project analytics success.\u00a0<\/span><span data-ccp-props=\"{&quot;201341983&quot;:0,&quot;335559740&quot;:276}\">\u00a0<\/span><\/p>\n<p><span data-contrast=\"none\">Data engineers are similar to traditional engineers in that they translate the architectural vision\u00a0<\/span><span data-contrast=\"none\">into\u00a0 a<\/span><span data-contrast=\"none\">\u00a0series of enabling structures. For example, they build &#8216;bridges&#8217; between disparate data systems, allowing for the flow of data into your reporting and analytics environment.\u00a0<\/span><span data-ccp-props=\"{&quot;201341983&quot;:0,&quot;335559740&quot;:276}\">\u00a0<\/span><\/p>\n<p><span data-contrast=\"none\">Here is a sample of the standard\u00a0<\/span><a href=\"https:\/\/www.gov.uk\/guidance\/data-engineer\"><span><span data-contrast=\"none\">Gov.UK job description<\/span><\/span><\/a><span data-contrast=\"none\">\u00a0that may help when looking for Data Engineers internally:<\/span><span data-ccp-props=\"{&quot;201341983&quot;:0,&quot;335559740&quot;:276}\">\u00a0<\/span><\/p>\n<ul>\n<li data-leveltext=\"\u25cf\" data-font=\"\" data-listid=\"3\" aria-setsize=\"-1\" data-aria-posinset=\"1\" data-aria-level=\"1\"><span data-contrast=\"none\">Implement data flows to connect operational systems, data for analytics and business intelligence (BI)\u00a0<\/span><span data-contrast=\"none\">systems<\/span><span data-ccp-props=\"{&quot;201341983&quot;:0,&quot;335559740&quot;:276}\">\u00a0<\/span><\/li>\n<li data-leveltext=\"\u25cf\" data-font=\"\" data-listid=\"3\" aria-setsize=\"-1\" data-aria-posinset=\"2\" data-aria-level=\"1\"><span data-contrast=\"none\">Document source-to-target mappings<\/span><span data-ccp-props=\"{&quot;201341983&quot;:0,&quot;335559740&quot;:276}\">\u00a0<\/span><\/li>\n<li data-leveltext=\"\u25cf\" data-font=\"\" data-listid=\"3\" aria-setsize=\"-1\" data-aria-posinset=\"2\" data-aria-level=\"1\"><span data-contrast=\"none\">Re-engineer manual data flows to enable scaling and repeatable\u00a0<\/span><span data-contrast=\"none\">use<\/span><span data-ccp-props=\"{&quot;201341983&quot;:0,&quot;335559740&quot;:276}\">\u00a0<\/span><\/li>\n<li data-leveltext=\"\u25cf\" data-font=\"\" data-listid=\"3\" aria-setsize=\"-1\" data-aria-posinset=\"2\" data-aria-level=\"1\"><span data-contrast=\"none\">Support the build of data streaming\u00a0<\/span><span data-contrast=\"none\">systems<\/span><span data-ccp-props=\"{&quot;201341983&quot;:0,&quot;335559740&quot;:276}\">\u00a0<\/span><\/li>\n<li data-leveltext=\"\u25cf\" data-font=\"\" data-listid=\"3\" aria-setsize=\"-1\" data-aria-posinset=\"2\" data-aria-level=\"1\"><span data-contrast=\"none\">Write ETL scripts and code to make sure the ETL process performs\u00a0<\/span><span data-contrast=\"none\">optimally<\/span><span data-ccp-props=\"{&quot;201341983&quot;:0,&quot;335559740&quot;:276}\">\u00a0<\/span><\/li>\n<li data-leveltext=\"\u25cf\" data-font=\"\" data-listid=\"3\" aria-setsize=\"-1\" data-aria-posinset=\"2\" data-aria-level=\"1\"><span data-contrast=\"none\">Develop business intelligence reports that can be re-<\/span><span data-contrast=\"none\">used<\/span><span data-ccp-props=\"{&quot;201341983&quot;:0,&quot;335559740&quot;:276}\">\u00a0<\/span><\/li>\n<li data-leveltext=\"\u25cf\" data-font=\"\" data-listid=\"3\" aria-setsize=\"-1\" data-aria-posinset=\"2\" data-aria-level=\"1\"><span data-contrast=\"none\">Build accessible data for\u00a0<\/span><span data-contrast=\"none\">analysis<\/span><span data-ccp-props=\"{&quot;201341983&quot;:0,&quot;335559740&quot;:276}\">\u00a0<\/span><\/li>\n<\/ul>\n<p><span data-contrast=\"none\">Data engineers are some of the most undervalued, yet critical team members. A good data engineer is essential if you are to unlock the ability of your data analysts and data scientists.<\/span><span data-ccp-props=\"{&quot;201341983&quot;:0,&quot;335559740&quot;:276}\">\u00a0<\/span><\/p>\n<p><b><span data-contrast=\"none\">Data\/Solution Architects:<\/span><\/b><span data-ccp-props=\"{&quot;201341983&quot;:0,&quot;335559740&quot;:276}\">\u00a0<\/span><\/p>\n<p><span data-contrast=\"none\">Just as you would with a construction project,\u00a0<\/span><span data-contrast=\"none\">you&#8217;ll<\/span><span data-contrast=\"none\">\u00a0need a data\/solution architect to translate the business requirements into a series of architectural frameworks that can be passed on to the data engineers and data analysts for implementation.<\/span><span data-ccp-props=\"{&quot;201341983&quot;:0,&quot;335559740&quot;:276}\">\u00a0<\/span><\/p>\n<p><span data-contrast=\"none\">The architecture role will require someone to act as a conduit between IT, the data team, and of course, the business stakeholders.<\/span><span data-ccp-props=\"{&quot;201341983&quot;:0,&quot;335559740&quot;:276}\">\u00a0<\/span><\/p>\n<p><span data-contrast=\"none\">The challenge is that, at a project level, you\u00a0<\/span><span data-contrast=\"none\">won\u2019t<\/span><span data-contrast=\"none\">\u00a0necessarily need this resource for long. They are typically a centrally provided resource, released to projects as required.\u00a0<\/span><span data-ccp-props=\"{&quot;201341983&quot;:0,&quot;335559740&quot;:276}\">\u00a0<\/span><\/p>\n<p><span data-contrast=\"none\">This type of \u2018hub and spoke\u2019 resourcing arrangement requires a strong link between the centre (and any corporate work) and the more pressing needs of projects.<\/span><span data-ccp-props=\"{&quot;201341983&quot;:0,&quot;335559740&quot;:276}\">\u00a0<\/span><\/p>\n<p><b><span data-contrast=\"none\">Data Scientists:<\/span><\/b><span data-ccp-props=\"{&quot;201341983&quot;:0,&quot;335559740&quot;:276}\">\u00a0<\/span><\/p>\n<p><span data-contrast=\"none\">There is often a desire to onboard data scientists before the appropriate data architecture and platforms are in place. The danger is that if your project lacks data engineers, your data scientists\u00a0<\/span><span data-contrast=\"none\">won&#8217;t<\/span><span data-contrast=\"none\">\u00a0have any data to work with.\u00a0<\/span><span data-ccp-props=\"{&quot;201341983&quot;:0,&quot;335559740&quot;:276}\">\u00a0<\/span><\/p>\n<p><span data-contrast=\"none\">Without data engineers, your data scientists will spend far too much time dealing with &#8216;data plumbing and cleansing&#8217; issues instead of what they were hired for \u2013 delivering insights that drive impactful business outcomes.<\/span><span data-ccp-props=\"{&quot;201341983&quot;:0,&quot;335559740&quot;:276}\">\u00a0<\/span><\/p>\n<p><b><span data-contrast=\"none\">Note<\/span><\/b><span data-contrast=\"none\">: Some data roles are rarely found on large capital programs, so you may need to bring in some central or external expertise to bolster your team initially.<\/span><span data-ccp-props=\"{&quot;201341983&quot;:0,&quot;335559740&quot;:276}\">\u00a0<\/span><\/p>\n<h2 aria-level=\"2\"><strong>There are no silver\u00a0bullets\u00a0<\/strong><\/h2>\n<p><span data-contrast=\"none\">It&#8217;s<\/span><span data-contrast=\"none\">\u00a0important to realise how non-trivial these project analytics initiatives are. You\u00a0<\/span><span data-contrast=\"none\">can&#8217;t<\/span><span data-contrast=\"none\">\u00a0expect to overlay some data visualisation and reporting tools on top of an existing disparate landscape of project applications and hope to crack the problem in one go.<\/span><span data-ccp-props=\"{&quot;201341983&quot;:0,&quot;335559740&quot;:276}\">\u00a0<\/span><\/p>\n<p><span data-contrast=\"none\">Few organisations can deliver a seamless project analytics initiative right from the start; the industry is not yet at that level of maturity. Even if your organisation has matured its approach to project analytics, you may find your clients and supply chain are lagging some way behind.<\/span><span data-ccp-props=\"{&quot;201341983&quot;:0,&quot;335559740&quot;:276}\">\u00a0<\/span><\/p>\n<p><span data-contrast=\"none\">But as\u00a0<\/span><span data-contrast=\"none\">you&#8217;ll<\/span><span data-contrast=\"none\">\u00a0learn in this article series, several organisations are making giant leaps forward when the necessary platforms, approach and staff are brought together.\u00a0<\/span><span data-ccp-props=\"{&quot;201341983&quot;:0,&quot;335559740&quot;:276}\">\u00a0<\/span><\/p>\n<p><span data-contrast=\"none\">These organisations are shining a light on the way forward.<\/span><span data-ccp-props=\"{&quot;201341983&quot;:0,&quot;335559740&quot;:276}\">\u00a0<\/span><\/p>\n<h2 aria-level=\"2\"><strong>Creating the business use case\u00a0<\/strong><\/h2>\n<p><span data-contrast=\"none\">Many organisations struggle to articulate what they want from project analytics, making it hard to define a viable business use case.\u00a0<\/span><span data-ccp-props=\"{&quot;201341983&quot;:0,&quot;335559740&quot;:276}\">\u00a0<\/span><\/p>\n<p><span data-contrast=\"none\">Part of the reason is that organisations\u00a0<\/span><span data-contrast=\"none\">don\u2019t<\/span><span data-contrast=\"none\">\u00a0understand the costs associated with poor quality data and processing.\u00a0 They may sense that decision-making and planning are\u00a0<\/span><span data-contrast=\"none\">impaired, but<\/span><span data-contrast=\"none\">\u00a0calculating the impact and cost due to poor data can be notoriously difficult.<\/span><span data-ccp-props=\"{&quot;201341983&quot;:0,&quot;335559740&quot;:276}\">\u00a0<\/span><\/p>\n<p><span data-contrast=\"none\">Of course, this struggle to calculate the cost and benefit is perfectly understandable.\u00a0<\/span><span data-contrast=\"none\">It&#8217;s<\/span><span data-contrast=\"none\">\u00a0difficult to know the art of the possible if your organisation is not familiar with the next generation of project analytics approaches.<\/span><span data-ccp-props=\"{&quot;201341983&quot;:0,&quot;335559740&quot;:276}\">\u00a0<\/span><\/p>\n<h2 aria-level=\"3\"><strong>Start with a reporting\u00a0review\u00a0<\/strong><\/h2>\n<p><span data-contrast=\"none\">To help guide your initial use cases, our advice is to start by reviewing your current reporting approach because you may already be doing a good job in some key areas.<\/span><span data-ccp-props=\"{&quot;201341983&quot;:0,&quot;335559740&quot;:276}\">\u00a0<\/span><\/p>\n<p><span data-contrast=\"none\">During your review, <\/span><span data-contrast=\"none\">don&#8217;t<\/span><span data-contrast=\"none\">\u00a0get too focused on evaluating the &#8216;bells and whistles&#8217; of existing reporting tools. Instead, use the study to understand the management decisions your current reports support and inform.<\/span><span data-ccp-props=\"{&quot;201341983&quot;:0,&quot;335559740&quot;:276}\">\u00a0<\/span><\/p>\n<p><span data-contrast=\"none\">Take time to review the maturity and quality of your existing reporting approach by gathering evidence such as:<\/span><span data-ccp-props=\"{&quot;201341983&quot;:0,&quot;335559740&quot;:276}\">\u00a0<\/span><\/p>\n<ul>\n<li data-leveltext=\"\u25cf\" data-font=\"\" data-listid=\"5\" aria-setsize=\"-1\" data-aria-posinset=\"1\" data-aria-level=\"1\"><span data-contrast=\"none\">How well are key information requirements monitored today?<\/span><span data-ccp-props=\"{&quot;201341983&quot;:0,&quot;335559740&quot;:276}\">\u00a0<\/span><\/li>\n<li data-leveltext=\"\u25cf\" data-font=\"\" data-listid=\"5\" aria-setsize=\"-1\" data-aria-posinset=\"2\" data-aria-level=\"1\"><span data-contrast=\"none\">How easy is it to perform a more in-depth, &#8216;second-order&#8217; analysis of any questions that arise from a report?<\/span><span data-ccp-props=\"{&quot;201341983&quot;:0,&quot;335559740&quot;:276}\">\u00a0<\/span><\/li>\n<li data-leveltext=\"\u25cf\" data-font=\"\" data-listid=\"5\" aria-setsize=\"-1\" data-aria-posinset=\"3\" data-aria-level=\"1\"><span data-contrast=\"none\">What is the availability of the\u00a0<\/span><span data-contrast=\"none\">data:<\/span><span data-ccp-props=\"{&quot;201341983&quot;:0,&quot;335559740&quot;:276}\">\u00a0<\/span><\/li>\n<li data-leveltext=\"\u25cf\" data-font=\"\" data-listid=\"5\" aria-setsize=\"-1\" data-aria-posinset=\"3\" data-aria-level=\"1\"><span data-contrast=\"none\">Is the data in-house or with your suppliers?<\/span><span data-ccp-props=\"{&quot;201341983&quot;:0,&quot;335559740&quot;:276}\">\u00a0<\/span><\/li>\n<li data-leveltext=\"\u25cf\" data-font=\"\" data-listid=\"5\" aria-setsize=\"-1\" data-aria-posinset=\"3\" data-aria-level=\"1\"><span data-contrast=\"none\">Is it centralised or fragmented?<\/span><span data-ccp-props=\"{&quot;201341983&quot;:0,&quot;335559740&quot;:276}\">\u00a0<\/span><\/li>\n<li data-leveltext=\"\u25cf\" data-font=\"\" data-listid=\"5\" aria-setsize=\"-1\" data-aria-posinset=\"3\" data-aria-level=\"1\"><span data-contrast=\"none\">Is it structured or unstructured?<\/span><span data-ccp-props=\"{&quot;201341983&quot;:0,&quot;335559740&quot;:276}\">\u00a0<\/span><\/li>\n<\/ul>\n<p><span data-contrast=\"none\">Spend time to complete a thorough reporting review before you reach for new tools and technology.\u00a0<\/span><span data-ccp-props=\"{&quot;201341983&quot;:0,&quot;335559740&quot;:276}\">\u00a0<\/span><\/p>\n<h2 aria-level=\"3\"><strong>Determine your decision-making focus: Strategic vs\u00a0Operational\u00a0<\/strong><\/h2>\n<p><span data-contrast=\"none\">As you carry out your review, take time to understand if you need to provide strategic or operational decision-making insights.\u00a0<\/span><span data-ccp-props=\"{&quot;201341983&quot;:0,&quot;335559740&quot;:276}\">\u00a0<\/span><\/p>\n<p><span data-contrast=\"none\">For example, do you need to report on business improvement or continuous improvement? Do you want to report on a specific project or improve aspects across an entire portfolio of projects?<\/span><span data-ccp-props=\"{&quot;201341983&quot;:0,&quot;335559740&quot;:276}\">\u00a0<\/span><\/p>\n<p><span data-contrast=\"none\">Here are some typical reporting use cases as a starting point for consideration:<\/span><span data-ccp-props=\"{&quot;201341983&quot;:0,&quot;335559740&quot;:276}\">\u00a0<\/span><\/p>\n<ul>\n<li data-leveltext=\"\u25cf\" data-font=\"\" data-listid=\"1\" aria-setsize=\"-1\" data-aria-posinset=\"1\" data-aria-level=\"1\"><span data-contrast=\"none\">Project costs and schedules<\/span><\/li>\n<li data-leveltext=\"\u25cf\" data-font=\"\" data-listid=\"1\" aria-setsize=\"-1\" data-aria-posinset=\"1\" data-aria-level=\"1\"><span data-contrast=\"none\">Funder allocation<\/span><span data-ccp-props=\"{&quot;201341983&quot;:0,&quot;335559740&quot;:276}\">\u00a0<\/span><\/li>\n<li data-leveltext=\"\u25cf\" data-font=\"\" data-listid=\"1\" aria-setsize=\"-1\" data-aria-posinset=\"1\" data-aria-level=\"1\"><span data-contrast=\"none\">Environment and safety<\/span><span data-ccp-props=\"{&quot;201341983&quot;:0,&quot;335559740&quot;:276}\">\u00a0<\/span><\/li>\n<li data-leveltext=\"\u25cf\" data-font=\"\" data-listid=\"1\" aria-setsize=\"-1\" data-aria-posinset=\"1\" data-aria-level=\"1\"><span data-contrast=\"none\">Control and compliance<\/span><span data-ccp-props=\"{&quot;201341983&quot;:0,&quot;335559740&quot;:276}\">\u00a0<\/span><\/li>\n<li data-leveltext=\"\u25cf\" data-font=\"\" data-listid=\"1\" aria-setsize=\"-1\" data-aria-posinset=\"1\" data-aria-level=\"1\"><span data-contrast=\"none\">Confidence building\u00a0<\/span><span data-contrast=\"none\">activity<\/span><span data-ccp-props=\"{&quot;201341983&quot;:0,&quot;335559740&quot;:276}\">\u00a0<\/span><\/li>\n<li data-leveltext=\"\u25cf\" data-font=\"\" data-listid=\"1\" aria-setsize=\"-1\" data-aria-posinset=\"1\" data-aria-level=\"1\"><span data-contrast=\"none\">Automation of manual processes<\/span><\/li>\n<\/ul>\n<h2 aria-level=\"3\"><strong>Why are you creating a projects analysis capability?\u00a0<\/strong><\/h2>\n<p><span data-contrast=\"none\">Before you dive into your initiative,\u00a0<\/span><span data-contrast=\"none\">it&#8217;s<\/span><span data-contrast=\"none\">\u00a0vital to consider your goals. To help start the thought-process, here are some common areas of improvement for you to consider:<\/span><span data-ccp-props=\"{&quot;201341983&quot;:0,&quot;335559740&quot;:276}\">\u00a0<\/span><\/p>\n<ul>\n<li data-leveltext=\"\u25cf\" data-font=\"\" data-listid=\"2\" aria-setsize=\"-1\" data-aria-posinset=\"1\" data-aria-level=\"1\"><b><span data-contrast=\"none\">Speed of decision-making:\u00a0<\/span><\/b><span data-contrast=\"none\">Are you looking to improve the pace and quality of your decision-making? How is decision-making impaired currently? What are the most important aspects you wish to improve?<\/span><span data-ccp-props=\"{&quot;201341983&quot;:0,&quot;335559740&quot;:276}\">\u00a0<\/span><\/li>\n<li data-leveltext=\"\u25cf\" data-font=\"\" data-listid=\"2\" aria-setsize=\"-1\" data-aria-posinset=\"2\" data-aria-level=\"1\"><b><span data-contrast=\"none\">Aligning with business improvement:\u00a0<\/span><\/b><span data-contrast=\"none\">Do you want improved project reporting and analytics to help accelerate existing business improvement or change initiatives?<\/span><span data-ccp-props=\"{&quot;201341983&quot;:0,&quot;335559740&quot;:276}\">\u00a0<\/span><\/li>\n<li data-leveltext=\"\u25cf\" data-font=\"\" data-listid=\"2\" aria-setsize=\"-1\" data-aria-posinset=\"3\" data-aria-level=\"1\"><b><span data-contrast=\"none\">Enhanced control\/profit:<\/span><\/b><span data-contrast=\"none\">\u00a0Are you hoping to improve the control you have on complex projects? Is there a desire to drive better analytics for increased profitability?<\/span><span data-ccp-props=\"{&quot;201341983&quot;:0,&quot;335559740&quot;:276}\">\u00a0<\/span><\/li>\n<li data-leveltext=\"\u25cf\" data-font=\"\" data-listid=\"2\" aria-setsize=\"-1\" data-aria-posinset=\"4\" data-aria-level=\"1\"><span data-contrast=\"none\">\u00a0<\/span><b><span data-contrast=\"none\">Building confidence\/risk management<\/span><\/b><span data-contrast=\"none\">: Do you want to increase stakeholder confidence and manage your risk more effectively?<\/span><span data-ccp-props=\"{&quot;201341983&quot;:0,&quot;335559740&quot;:276}\">\u00a0<\/span><\/li>\n<li data-leveltext=\"\u25cf\" data-font=\"\" data-listid=\"2\" aria-setsize=\"-1\" data-aria-posinset=\"5\" data-aria-level=\"1\"><b><span data-contrast=\"none\">Showcasing data as a competitive advantage<\/span><\/b><span data-contrast=\"none\">: Do you want to highlight the mature of your project reporting approach as a means of demonstrating leadership within the industry, perhaps for future clients?<\/span><span data-ccp-props=\"{&quot;201341983&quot;:0,&quot;335559740&quot;:276}\">\u00a0<\/span><\/li>\n<\/ul>\n<p><span data-contrast=\"none\">Our recommendation would be not to tackle\u00a0<\/span><span data-contrast=\"none\">all of<\/span><span data-contrast=\"none\">\u00a0your goals at once. Instead, progress a couple of use cases or improvements you feel are relevant and achievable.\u00a0<\/span><span data-ccp-props=\"{&quot;201341983&quot;:0,&quot;335559740&quot;:276}\">\u00a0<\/span><\/p>\n<p><span data-contrast=\"none\">Starting small and delivering tangible quick wins is the best approach to maintaining progress and buy-in with project analytics.<\/span><span data-ccp-props=\"{&quot;201341983&quot;:0,&quot;335559740&quot;:276}\">\u00a0<\/span><\/p>\n<h2 aria-level=\"2\"><strong>Getting started (eating the elephant)\u00a0<\/strong><\/h2>\n<p><span data-contrast=\"none\">Now that\u00a0<\/span><span data-contrast=\"none\">you&#8217;ve<\/span><span data-contrast=\"none\">\u00a0completed a reporting review and shortlisted some initial uses cases for improvements, your next task is to get started.<\/span><span data-ccp-props=\"{&quot;201341983&quot;:0,&quot;335559740&quot;:276}\">\u00a0<\/span><\/p>\n<p><span data-contrast=\"none\">After completing a number of these initiatives, here are some recommendations for a successful &#8216;<\/span><span data-contrast=\"none\">startup<\/span><span data-contrast=\"none\">&#8216; project based on our experience:<\/span><span data-ccp-props=\"{&quot;201341983&quot;:0,&quot;335559740&quot;:276}\">\u00a0<\/span><\/p>\n<ul>\n<li data-leveltext=\"\u25cf\" data-font=\"\" data-listid=\"4\" aria-setsize=\"-1\" data-aria-posinset=\"1\" data-aria-level=\"1\"><b><span data-contrast=\"none\">Build an agile, iterative delivery process<\/span><\/b><span data-contrast=\"none\">: Once\u00a0<\/span><span data-contrast=\"none\">you&#8217;ve<\/span><span data-contrast=\"none\">\u00a0received buy-in and funding, it may be tempting to &#8216;boil the ocean&#8217; with an extensive program that tackles a broad range of use cases and improvements. Our experience highlights the need to start small with focused sprints that deliver tangible value in a realistic timeframe.<\/span><span data-ccp-props=\"{&quot;201341983&quot;:0,&quot;335559740&quot;:276}\">\u00a0<\/span><\/li>\n<li data-leveltext=\"\u25cf\" data-font=\"\" data-listid=\"4\" aria-setsize=\"-1\" data-aria-posinset=\"2\" data-aria-level=\"1\"><b><span data-contrast=\"none\">Beware of technical debt<\/span><\/b><span data-contrast=\"none\">: Be wary of adopting sophisticated visualisation technology too early. Tools like Power BI may appear like the &#8216;killer app&#8217; for getting quick wins with project analytics, but\u00a0<\/span><span data-contrast=\"none\">they&#8217;ll<\/span><span data-contrast=\"none\">\u00a0hamper your progress and require substantial re-engineering if deployed too soon.<\/span><span data-ccp-props=\"{&quot;201341983&quot;:0,&quot;335559740&quot;:276}\">\u00a0<\/span><\/li>\n<li data-leveltext=\"\u25cf\" data-font=\"\" data-listid=\"4\" aria-setsize=\"-1\" data-aria-posinset=\"3\" data-aria-level=\"1\"><b><span data-contrast=\"none\">Don&#8217;t<\/span><\/b><b><span data-contrast=\"none\">\u00a0underestimate the effort:<\/span><\/b><span data-contrast=\"none\">\u00a0Even with an agile approach, creating a project analytics capability is still a non-trivial exercise. Communicate to your sponsors and stakeholders the need for patience as you seek to discover, access, understand, and cleanse your project data sources.<\/span><span data-ccp-props=\"{&quot;201341983&quot;:0,&quot;335559740&quot;:276}\">\u00a0<\/span><\/li>\n<\/ul>\n<p><span data-contrast=\"none\">Finally, despite the complexities of getting started with the technical aspects of project analytics, you can be assured that although the technology is non-trivial, it is solvable.\u00a0<\/span><span data-ccp-props=\"{&quot;201341983&quot;:0,&quot;335559740&quot;:276}\">\u00a0<\/span><\/p>\n<p><span data-contrast=\"none\">The number of successful programs benefitting from project analytics continues to rise each month and\u00a0<\/span><span data-contrast=\"none\">it&#8217;s<\/span><span data-contrast=\"none\">\u00a0encouraging to see the project analytics movement gathering pace.<\/span><span data-ccp-props=\"{&quot;201341983&quot;:0,&quot;335559740&quot;:276}\">\u00a0<\/span><\/p>\n<p><i><span data-contrast=\"none\">In our next article in this project analytics series, <\/span><\/i><i><span data-contrast=\"none\">we&#8217;ll<\/span><\/i><i><span data-contrast=\"none\">\u00a0take a look at the technical requirements in more detail so you can start to plan for your first project analytics initiative.<\/span><\/i><span data-ccp-props=\"{&quot;201341983&quot;:0,&quot;335559740&quot;:276}\">\u00a0<\/span><\/p>\n","protected":false},"excerpt":{"rendered":"<p>Welcome to part 2 of our 5\u00a0part\u00a0series exploring the evolution of Project Analytics and how it&#8217;s transforming the performance and outcome of major projects initiatives.\u00a0 \u00a0In this article, we explore some use cases and best practices for getting started with project analytics.\u00a0 \u00a0Closing the Project Analytics &#8216;Imagination Gap&#8217;\u00a0 \u00a0&#8220;We need a critical mass of people&#8230;<\/p>\n","protected":false},"author":3,"featured_media":5369,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"content-type":"","footnotes":""},"categories":[9],"tags":[281,6,282,283,152,284,285,190,191,258,286],"class_list":["post-5365","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-insights","tag-data-analysts","tag-data-analytics","tag-data-engineer","tag-data-expertise","tag-data-scientist","tag-data-skills","tag-gareth-parkes","tag-infrastructure","tag-intelligent-forecasting","tag-project-data-analytics","tag-sir-robert-mcalpine"],"acf":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO Premium plugin v27.2 (Yoast SEO v27.2) - https:\/\/yoast.com\/product\/yoast-seo-premium-wordpress\/ -->\n<title>Project Analytics: Getting to know your data. | Oakland<\/title>\n<meta name=\"description\" content=\"In the second of our blog series on project data analytics for the Major Projects Association we look at getting to know your data.\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/weareoakland.com\/blog\/project-analytics-getting-to-know-your-data\/\" \/>\n<meta property=\"og:locale\" content=\"en_GB\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Project Analytics: Getting to know your data.\" \/>\n<meta property=\"og:description\" content=\"In the second of our blog series on project data analytics for the Major Projects Association we look at getting to know your data.\" \/>\n<meta property=\"og:url\" content=\"https:\/\/weareoakland.com\/blog\/project-analytics-getting-to-know-your-data\/\" \/>\n<meta property=\"og:site_name\" content=\"Oakland\" \/>\n<meta property=\"article:published_time\" content=\"2021-03-26T16:16:39+00:00\" \/>\n<meta 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