Choosing an Analytical Tool is an Analysis Itself!

Choosing an Analytical Tool is an Analysis Itself!

With the overwhelming number of analytical tools, platforms, dashboards, and languages, selecting the right tool, approach, or framework is daunting. Matching an analytical tool to a specific data set can be the most important step of completing analysis on a set of information, and is often overlooked. Selecting the right tool gives you the keys to the kingdom.

To get started, define the scope of questions you want to answer using the data. Then, identify the consumers of the information and align that with the skills of the analysts themselves. There are many types of analysis to consider when answering the analytical questions... Predictive. Visual. Statistical. Geospatial. All need different tools.

Most projects involving complex data sets require multiple forms of analysis. For example, a report may require a statistical analysis of the correlation between arrests for human trafficking and national events as well as a map that illustrates the number of arrests for human trafficking by city. An analyst could use a tool for statistical analysis such as Statistical Analysis System (SAS) or Statistical Package for the Social Sciences (SPSS) and a tool for geospatial analysis such as Arc Geographic Information System (ArcGIS). Some tools can successfully perform multiple kinds of analysis. For instance, Tableau is a tool that creates powerful visualizations of large datasets, and has the capability to overlay that information onto maps. Programming languages like R and Python are often used to manipulate data sets and do customized analysis. Over time, an organization builds up expertise and capabilities and each individual project fits within that context.

While there are many tools available to analyze data, successful analysis depends on thoughtful preparation and planning. Asking the right questions before analysis has begun and selecting the proper tools at the onset enables analysts to develop insightful work products that go far beyond what is required. You may even solve some problems that you did not know you needed to at the beginning!

Blog Data Analytics

Contributors

Arc Aspicio |

Arc Aspicio enhances the future of our nation by creating bold ideas and bringing them to life. A consulting and solutions company, Arc Aspicio solves problems by applying our integrated capabilities in strategy, design, data, human capital, behavioral science, and technology. The company passionately pursues our vision to be the hub of creativity where people take action to change the world. To do this, employees collaborate with clients and partners to create solutions using a human-centered approach. Innovation is not possible without action. The company focuses on strategy first, then takes a hands-on approach implementing ideas to achieve results. Join Arc Aspicio and our Strategy Innovation Lab (SILab) by creating and sharing ideas to inspire people to change the world. Follow us on Twitter @ArcAspicio @SILabDC and, #welovedogs!

Seeing is Believing: Design+Data in Leadership Decision Making

Seeing is Believing: Design+Data in Leadership Decision Making

In an era of data abundance, Federal agencies face the challenge of distilling vast amounts of complex information into actionable insights. To unlock the potential of data to inform strategic decision-making and policy and program implementation, traditional information presentation methods may fall short, occasionally leaving federal leaders without actionable insights.

Equity in Emergency Management: How Behavioral Science Can Help Support Preparedness and Disaster Response

Equity in Emergency Management: How Behavioral Science Can Help Support Preparedness and Disaster Response

In recent years, there have been many challenges driven by climate change that pose significant threats to our nation’s safety and security. More frequent and severe weather events continue to devastate communities around the world, even making some places uninhabitable.

Innovation and Ideation for Success: Innovation Labs

Innovation and Ideation for Success: Innovation Labs

Internal Innovation Labs are key to enhancing innovation and collaboration in Federal agencies. They allow employees the opportunity to engage in creative processes, such as brainstorming, design thinking, and creativity, which create solutions and spur innovation. These techniques allow organizations to solve complex problems and implement solutions efficiently.

Good Data, Bad Data: The Value of Data Quality in Homeland Security

Good Data, Bad Data: The Value of Data Quality in Homeland Security

Homeland Security is a complex mission, one that is both vast in scale and broad in scope, and this creates a large volume of data that can help provide insight into operations and strategic decisions. From disaster preparedness to counterterrorism, Federal employees rely heavily on an abundance of data to assess problems accurately and implement effective solutions.

Transforming Government: The Road to Agile and Customer-Centric Modernization

Transforming Government: The Road to Agile and Customer-Centric Modernization

The Federal government has been making significant strides in technology modernization, shifting its focus from addressing only the most critical needs to becoming more agile, customer-centric, and innovative. As government agencies transition from an era dominated by the necessity of migrating their data and applications to cloud-based platforms, mission leaders are now turning their attention to emerging technologies like data visualization, customer experience improvement, low-code software tools, and artificial intelligence (AI).

Arc Aspicio Reappraised at CMMI-Services Maturity Level 3

Arc Aspicio Reappraised at CMMI-Services Maturity Level 3

Arc Aspicio achieved its second Capability Maturity Model Integration Services (CMMI-SVC) Level 3 Certification on September 29, 2023. CMMI is a Model that is used to guide process improvement across projects, divisions, and organizations. Arc Aspicio uses CMMI, a process level improvement training and appraisal program recognized for Government and commercial clients, as an indicator of high-quality performance.

The Link Between Innovation and Collaboration

The Link Between Innovation and Collaboration

Intentional collaboration can be the difference between simply completing a task and using innovative ideas to drive long-lasting change. When people come together to share their insights and perspectives, Government agencies can thrive and instill a culture where leaders engage with and listen to employees. In turn, these environments lead to more commitment from employees, as well as better Government agency relationships that help promote working towards strong solutions.

Design Thinking Techniques to Enhance the Online Meeting Experience

Design Thinking Techniques to Enhance the Online Meeting Experience

According to the Harvard Business Review, the average worker has attended 13.5% more meetings since the COVID-19 pandemic, with many held online. Given the Federal government’s partial shift to remote work when feasible, it is increasingly important to consider how teams can enhance the effectiveness and engagement of online meetings.

From Resistance to Acceptance: All Management is Change Management

From Resistance to Acceptance: All Management is Change Management

Effectively navigating organizational changes within Federal agencies requires understanding the unique dynamics of the Federal context, strong leadership communication, culture development and stakeholder engagement and collaboration. Continuous evaluation and proactive management of resistance to change is important.