Learning - Arc Analytics

How Qlik Cloud Improves Public Safety Outcomes

by Nathan Mation | Jul 23, 2025 | Data Integration, Data Services, How-To

In the complex and critical realm of public safety, timely and insightful data is the bedrock of effective decision-making. From anticipating potential threats to optimizing emergency responses, the ability to rapidly analyze vast amounts of information can quite literally save lives and improve community well-being. This is where Qlik Cloud Analytics steps in, transforming raw data into actionable intelligence that empowers school systems, law enforcement, emergency services, and community leaders.

At Arc Analytics, we’ve seen firsthand how integrating diverse data sets within Qlik Cloud can create a truly powerful picture of public safety dynamics. To illustrate this, we’ve created a unique demonstration that weaves together seemingly disparate data points, providing an unprecedented level of insight into community safety.

Unveiling Insights: A Multi-Layered Look at Community Safety

This demonstration uses Qlik Cloud to visualize complex public safety scenarios, combining publicly available data from across Florida. Almost every layer of data shown is publicly available, but it also contains critical information for understanding safety concerns. These datasets include:

Florida School Grading System (1999-2023): One layer presents the entire state of Florida’s public school grading system from 1999 to 2023. You can see the grades and precise locations of schools across the state, allowing you to gauge educational performance visually.
Pinellas County Crime Data (Last 10 Years): Superimposed on this, another layer displays Pinellas County crime data for the last decade. This isn’t just dots on a map; it’s a dynamic heat map that visually represents the severity of crime, indicating when and where incidents occurred. This gives a visceral sense of criminal activity patterns.
Pinellas County Sex Offender Locations: Perhaps one of the most impactful layers shows the locations of all registered sex offenders in Pinellas County. What makes this particularly compelling is the interactive element: when you hover your cursor over an offender’s location, their mugshot instantly appears.
Pinellas County Bus Routes: A crucial layer reveals the bus routes of Pinellas County. By toggling this on, you can see the lines on the map, allowing for a visual correlation between public transportation arteries and areas with higher crime rates. This insight can be vital for understanding movement patterns and potential vulnerabilities.
Pinellas County SNAP Locations: An open data source that shows each eligible location in Florida that accepts SNAP benefits for the program recipient.

The Critical Role of Monitoring Public School Education in Community Safety

Tracking the educational performance of public schools is vital for understanding community well-being and long-term public safety. By monitoring school grades and trends, stakeholders can identify areas needing support, allocate resources more effectively, and address underlying issues that may impact youth outcomes. Data-driven insights into education not only help improve academic achievement but also contribute to safer, more resilient communities by empowering early intervention and informed decision-making.

Twenty years of trending Florida School Accountability Reports

Optimizing Resource Allocation

Public safety agencies often face the challenge of deploying limited resources to cover vast and dynamic areas. Qlik Cloud provides the analytical horsepower to make these critical decisions with precision:

Dynamic Deployment Strategies: By integrating crime data, population density, historical incident reports, and even real-time events, Qlik Cloud allows commanders to visualize hotspots and allocate police patrols, fire services, or emergency medical teams more effectively.
Staffing Optimization: Analyzing call volumes, response times, and incident types helps agencies determine optimal staffing levels and shift schedules, ensuring adequate coverage where and when it’s most needed.
Infrastructure Planning: Understanding the correlation between infrastructure (like bus routes, as seen in the demo) and incident patterns can inform decisions about where to increase surveillance, improve lighting, or adjust public transport schedules to enhance safety.

Proactive Crime Prevention

Moving beyond reactive responses, Qlik Cloud empowers agencies to adopt proactive crime prevention strategies:

Pattern Recognition: The ability to layer data like school locations, crime hotspots, and known offender residences helps identify subtle patterns that might indicate elevated risks in certain areas or times. This allows for targeted community engagement or increased presence.
Intervention Program Effectiveness: By tracking the locations and characteristics of crime, agencies can evaluate the effectiveness of community programs, youth outreach, or neighborhood watch initiatives. Qlik can show if interventions in specific areas are truly leading to a reduction in incidents.
Risk Area Identification: The demo’s ability to show sex offender locations relative to schools and homes is a prime example of how Qlik can highlight vulnerable areas, allowing for informed alerts to school officials, parents, and community members.

Overview of crime data within Pinellas County

Enhancing Emergency Response and Coordination

In emergencies, every second counts. Qlik Cloud facilitates faster, more informed responses:

Real-time Situational Awareness: By integrating live feeds from sensors, traffic cameras, and dispatch systems, Qlik Cloud can provide first responders with real-time dashboards showing the evolving situation, allowing for quicker decisions on routes, hazards, and necessary resources.
Incident Command Support: During large-scale emergencies, Qlik applications can consolidate information from multiple agencies (police, fire, medical, public works) into a single, intuitive view, enhancing coordination and resource deployment.
Post-Incident Analysis: After an event, Qlik Cloud allows for thorough analysis of response times, resource utilization, and outcomes, providing invaluable lessons for future emergency planning and training.

This powerful mapping tool allows users to toggle each layer on and off, revealing a dynamic narrative of public safety. For instance, a school district official or a concerned parent can easily visualize the proximity of a registered sex offender to their nearest school or even their home location. This immediate, visual insight provides a critical understanding of potential risks that text-based reports simply cannot convey.

The real underlying point of this demo, even though it utilizes publicly sourced data to paint a vivid picture, is this: by providing more and more data sources with deeper aspects of knowledge, you can enable better decision-making no matter your position, role, or concern for public safety. It’s about empowering everyone with the insights they need.

Geometry lines of 20-minute walking distance to school, sex offenders (with mugshot), and SNAP Benefit in downtown St Petersburg

The Power of Data Collaboration for a Safer Tomorrow

The true strength of Qlik Cloud in public safety lies not just in its individual analytical capabilities but in its ability to foster data collaboration. Public safety is rarely the responsibility of a single entity. It involves complex interactions between law enforcement, fire departments, emergency medical services, local government, schools, and community organizations.

Qlik Cloud provides a unified, secure platform where these diverse stakeholders can share, visualize, and collaborate on critical data. This breaks down traditional information silos, enabling:

Cross-Agency Insights: Police departments can share crime trends with school districts, allowing for joint safety initiatives. Emergency services can share incident data with urban planners to identify areas needing better infrastructure.
Informed Community Engagement: By making relevant, aggregated data accessible to the public, as demonstrated by the school performance aspects of this demonstration, it fosters greater community trust and encourages informed citizen participation in safety efforts.
Proactive Policy Making: Legislators and city planners can use these comprehensive datasets to inform policy decisions, allocate budgets, and design safer communities based on clear evidence rather than assumptions.

Partnering for Public Safety with Arc Analytics

At Arc Analytics, we are dedicated to helping public safety agencies and communities harness the full potential of Qlik Cloud. This example is just one powerful, actionable insight that can be gleaned when data is integrated and visualized effectively. We understand the sensitive nature of public safety data and ensure that our solutions adhere to the highest standards of security and compliance.

We work closely with organizations to:

Integrate Disparate Data Sources: Bringing together information from police records, school systems, public transportation, and other critical databases.
Develop Custom Analytical Applications: Building tailored Qlik solutions that address your specific public safety challenges and objectives.
Provide Expert Implementation and Training: Ensuring your teams are proficient in using Qlik Cloud to drive continuous improvements in public safety.

By transforming raw data into clear, actionable intelligence, Qlik Cloud Analytics, supported by Arc Analytics’ expertise, empowers public safety professionals and concerned citizens alike to make better decisions, protect communities, and build a safer future for everyone.

Ready to see the power of Qlik Cloud Analytics in action? Schedule a full demo with our team today and discover how data-driven insights can transform public safety in your community.

Adding Tabler Icons to Qlik Dashboards

by Austin Spivey | Jul 15, 2025 | Learning

Qlik doesn’t really allow for icons. When creating dashboards in Qlik Cloud, it can be very helpful to add icons to spruce up KPIs, titles, and tables. There are hundreds of use cases for adding some visual flair using icons, but it can be cumbersome to add icons to objects in Qlik because there are very few built-in icon options.

So, how can we go about adding some icons to our dashboards in an easy and expressive way?

We can use a font! But wait, we’re talking about icons, not text. So how will a font help us?
It turns out that fonts can pack in far more than just standard characters like letters, numbers, and punctuation. One example of a “supercharged” font is Tabler Icons.

Tabler Icons is an open source project that bundles thousands of beautiful icons into multiple formats that you can use freely in your web projects. One such format is a webfont, specifically .tff which is a TrueType font type.

How can we use this font in Qlik?

We’ll add it to a custom Qlik theme and choose icons in our dashboard using variable expansion with a parameter.

Don’t worry if this doesn’t quite make sense yet! Let’s go through each step now.

Steps to set up

Download Tabler Icon webfont.

We can find the tabler-icons.ttf font file in the Tabler Icons Webfont package on the NPM website:

We can download the font file directly from here: https://cdn.jsdelivr.net/npm/@tabler/icons-webfont/dist/fonts/tabler-icons.ttf

Create a new or open an existing Qlik theme.

If you don’t already have a custom theme to add this font to, go ahead and create one based on the instructions laid out on the Qlik Help website. You can also look online for a Qlik theme generator to help get you started.

Add tabler-icons.ttf to the Qlik theme folder.

Move the tabler-icons.ttf file to your custom Qlik theme folder. It should look similar to this:

Add @font-face to the theme CSS file.

Open your theme’s .css file and add this snippet at the top:

@font-face {
  font-family: "Tabler Icons";
  src: url("tabler-icons.ttf") format("truetype");
  font-weight: normal;
  font-style: normal;
}

Save and close the file.

Add or modify the fontFamily property in the theme JSON file:

Open your theme’s .json file and add this snippet near the top:
```
"fontFamily": "Open Sans, Tabler Icons, sans-serif"
```
Here’s an example of what it should look like:

ℹ️ Note that in our screenshot above, my snippet includes the Open Sans font, as I want for that to be the primary font for normal characters like letters and numbers. You can replace that with any of the default Qlik Cloud font options:

Upload file to Qlik Cloud or Qlik Sense Client-Managed.

To add your custom theme to Qlik, you must first save the theme folder as a ZIP file.
How to upload your theme to Qlik Cloud
- You can follow this Qlik Help page guide on how to upload your theme ZIP file to Qlik Cloud.
- After uploading the theme ZIP file, you should see the theme in the Admin Console:

How to upload your theme to Client-Managed
- You can follow this Qlik Help page guide on how to upload your theme ZIP file to Qlik Sense Client-Managed.
Open a Qlik app and add this Qlik script to the Data Load Editor in the Main section:
Set GetTablerIcon = Chr(Num#(‘$1’, ‘(hex)’));

Your Main script should look like this:

How to use icons in a dashboard

Go to https://tabler.io/icons and search for the icon you want.
Search for “bar chart” and click on the first icon in the results:

In the box that appears, click on the hex value to copy it:

Go to the app Sheet view and switch the app theme to use our uploaded theme.

In your Qlik app, select any Qlik object, and then choose an expression property.

For example, you can create or select a bar chart object and then open the expression editor for the Title expression.

In the property’s expression editor, we’ll use dollar-sign expansion with our GetTablerIcon variable and use the our copied Tabler Icon hex code as the parameter.

Make this the expression:

=$(GetTablerIcon(ea59)) & ' Sales by County'

– Then select the Apply button to save that.

You should now see your icon in the chart title!

If your icon doesn’t appear or you see a placeholder character in the chart title where our icon should be, you probably just need to update the font property.

To do this, go to the chart styling tab:

Find the font property we want to change (Title in this example) and then choose the option that includes Tabler Icons:

ℹ️ Note that if you want to “pair” the Tabler Icons font with a primary font that regular characters will use, refer back to step 5.

Summary

You should now be able to use Tabler Icons anywhere in a Qlik dashboard that supports text expressions and changing the font!

That should get you very far.Try changing the font color and size to see how the icons scale very well and can be recolored just like text.

What to Expect From a Data Analytics Consulting Partner

by Nathan Mation | Jun 30, 2025 | Learning

Navigating the world of data analytics can feel like trying to decipher an ancient language. You know the potential is there – those hidden insights that can propel your business forward – but unlocking them often requires a skilled guide. That’s where a data analytics consulting partner comes in. But just like choosing the right travel companion, finding the right partner can make all the difference between a smooth journey and a frustrating detour. This isn’t just about someone setting up a dashboard and calling it a day. A true partner becomes an extension of your team, deeply understanding your unique challenges and working collaboratively to achieve your specific goals. So, what should you really expect from this kind of relationship?

What Should You Be Receiving? It’s More Than Just Deliverables.

When you engage a data analytics consulting partner, you’re not just buying a service; you’re investing in expertise and a collaborative relationship. Here are some key things you should expect to receive:

Flexibility That Fits Your Needs: Forget rigid contracts and pre-packaged solutions. A good partner understands that your needs can evolve. Expect pre-authorized hours that provide budget control while allowing for necessary work to be completed. Think of it as setting a clear boundary, like saying, “Let’s scope this project within 40 hours, and if we need more, we’ll talk.” This demonstrates respect for your budget and ensures transparency. Furthermore, look for flexible service level agreements (SLAs). These shouldn’t be one-size-fits-all. A partner should be willing to tailor SLAs – perhaps a standard four-hour response time for typical requests, which might even adjust to a quicker 30-minute response during critical periods – all tied to clearly defined scopes of work and agreed-upon hourly rates. This adaptability shows they’re truly invested in supporting your business rhythm.
A Consistent and Dedicated Point of Contact: Imagine having to explain your project to a new person every time you reach out. Frustrating, right? Expect a dedicated, 1:1 relationship where you work with a consistent team that builds a deep understanding of your business, your data, and your Qlik Cloud environment. This eliminates the inefficiencies of multiple touchpoints and the impersonal feel of large, impersonal firms relying on offshore subcontractors who may not have the same level of direct investment in your success. You deserve a team that’s in the trenches with you, not just filling out timesheets from afar.
Proactive Partnership, Not Just Order-Taking: A great consulting partner doesn’t just wait for you to tell them what to do. They should be proactive, bringing insights and suggestions to the table based on their understanding of your business and the capabilities of Qlik Cloud. Expect regular check-ins – not just status updates, but strategic conversations about progress, potential roadblocks, and future opportunities. They should be genuinely invested in understanding your specific business goals and tailoring their approach to help you achieve them.

Signs You Might Need a New Qlik Consulting Partner: Don’t Settle for Less.

Are you getting everything you should be from your current data analytics partner? Here are some red flags that might indicate it’s time for a change:

Silence is Not Golden: A lack of proactive communication or consistently missed deadlines are clear indicators that your partner isn’t prioritizing your needs. You shouldn’t have to constantly chase them for updates or feel like your project is on the back burner.
Quote Chaos: Receiving inaccurate quotes or having to constantly request updated pricing signals a lack of attention to detail and can lead to budget surprises. Transparency in pricing is crucial for building trust.
The Price Doesn’t Feel Right: Be wary of price gouging, an unfortunately common practice in technology sales, especially within sectors like state and local government. A trustworthy partner will be upfront and transparent about their pricing and licensing models, ensuring you’re paying a fair market value for the Qlik Cloud products and services. They should be working to get you the best value, not just maximizing their profit at your expense.
Where’s the Innovation?: If your partner isn’t bringing innovative solutions or demonstrating a deep understanding of the latest Qlik Cloud features and how they can benefit your specific industry, you might be missing out. A good partner stays ahead of the curve and helps you do the same.
They Don’t “Get” Your Business: A partner who doesn’t take the time to understand the unique nuances and challenges of your specific industry is less likely to deliver truly impactful solutions. Generic advice won’t cut it.
The Feeling’s Not Mutual: Ultimately, if you feel like your current partner isn’t truly invested in your success, isn’t communicative, or isn’t providing the level of service you expect, it’s a strong sign that it might be time to explore other options.

The Value of Industry Expertise: Why It Matters.

While a broad understanding of data analytics is essential, a partner with proven experience in your specific industry can bring invaluable insights. For example, Arc analytics specializes in education, healthcare, and government sectors, where we’ve developed a deep understanding of the unique data challenges and regulatory landscapes. However, our experience isn’t limited to these verticals. Our history of completing hundreds of projects across several sectors demonstrates our adaptability and ability to apply our Qlik Cloud expertise to diverse business needs. This cross-industry experience allows us to bring best practices and innovative solutions from different fields to your specific challenges.s

Deliverables: Tailored Solutions Designed for You.

Forget the idea of a one-size-fits-all solution. A quality data analytics consulting partner understands that your needs are unique. Expect solutions that are configured and customized to the specific scope of work you define. This means the dashboards, reports, and integrations you receive are designed to answer your specific business questions and track your key performance indicators. While the underlying technology might be consistent, the final deliverables should feel like they were built for you, not just for anyone. We also believe in transparent reporting when it comes to accounting, so you have a clear understanding of the investment you’re making.

Finding the Right Fit: It’s About More Than Just Technology.

Choosing a data analytics consulting partner is a significant decision. It’s about finding a team that not only possesses the technical expertise with Qlik Cloud but also prioritizes clear communication, genuine collaboration, and a deep understanding of your business. You deserve a partner who feels like a natural extension of your own team, dedicated to helping you unlock the full potential of your data. Ready to explore how a dedicated and experienced Qlik Cloud partner can help you achieve your data analytics goals? We invite you to reach out and discover the difference a true partnership can make. Contact our team.