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Huntress On Analytics
Katherine R. Lieber
21 episodes
4 days ago
Huntress On Analytics explores the future of admissions for career and technical colleges. Created by Katherine R. Lieber of Huntress Analytics and TitaniumBlue Insights, this podcast offers expert insights and actionable strategies to modernize admissions. Join Lila, our voiceover host, as we uncover how data and predictive analytics can transform prospect engagement, helping colleges attract, nurture, and enroll students. Tune in to discover how analytics can build stronger class cohorts and drive enrollment success.
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All content for Huntress On Analytics is the property of Katherine R. Lieber and is served directly from their servers with no modification, redirects, or rehosting. The podcast is not affiliated with or endorsed by Podjoint in any way.
Huntress On Analytics explores the future of admissions for career and technical colleges. Created by Katherine R. Lieber of Huntress Analytics and TitaniumBlue Insights, this podcast offers expert insights and actionable strategies to modernize admissions. Join Lila, our voiceover host, as we uncover how data and predictive analytics can transform prospect engagement, helping colleges attract, nurture, and enroll students. Tune in to discover how analytics can build stronger class cohorts and drive enrollment success.
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Management
Business
Episodes (20/21)
Huntress On Analytics
S1E21: The Ghost Funnel: What Happens to Students After They Inquire—and Why You Don’t See It

A student fills out your inquiry form—and then? Silence. But don’t be fooled. That silence isn’t disinterest. It’s the start of a new funnel most schools never see.

In this episode, Lila exposes the blind spots in post-inquiry behavior that traditional CRMs fail to capture—and how you can surface hidden intent signals before the student disappears for good.

Here’s what you’ll learn:
— Why most students don’t vanish after inquiring—they just fall into your system’s blind spot
— How to track post-inquiry engagement that reveals real intent
— What to change in your outreach when students are hovering—but not converting

If your funnel doesn’t account for what happens after the form, it’s not a real funnel—it’s a tracking illusion.

Huntress on Analytics is created, written, and produced by Katherine R. Lieber of TitaniumBlue LLC.


About the Author

Katherine R. Lieber is the creator of Huntress on Analytics and the founder of TitaniumBlue LLC.

With deep experience in admissions, analytics, and AI-driven platforms, Katherine helps institutions move beyond outdated reporting into real-time, human-centered intelligence. Her work blends data science, systems thinking, and strategy to close the gap between data collection and actual decision-making.

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6 months ago
6 minutes 20 seconds

Huntress On Analytics
S1E20: The Omnichannel Attribution Myth: Why Tracking Prospects is Harder Than It Sounds

“Omnichannel” sounds impressive—until you try to actually track a student across five platforms, two form fills, and one broken attribution model. In this episode, we unpack the myth of seamless tracking and explains why most admissions teams are stuck with fragmented data that doesn’t tell the real story.

Here’s what you’ll learn:

  • Why most omnichannel reporting breaks down before it even begins
  • How first-party data gives you better visibility than any marketing dashboard
  • What actionable steps to take when your platforms don’t sync


If your funnel feels more like a black box than a data pipeline, this one’s for you.

🎧 Listen now to learn how to ditch the myth and build a smarter admissions data strategy.

Huntress on Analytics is created, written, and produced by Katherine R. Lieber of TitaniumBlue LLC.


About the Author

Katherine R. Lieber is the creator of Huntress on Analytics and the founder of TitaniumBlue LLC.

With deep experience in admissions, analytics, and AI-driven platforms, Katherine helps institutions move beyond outdated reporting into real-time, human-centered intelligence. Her work blends data science, systems thinking, and strategy to close the gap between data collection and actual decision-making.

Show more...
7 months ago
7 minutes 33 seconds

Huntress On Analytics
S1E19: The Hidden Cost of Bad Analytics: The Data You’re Collecting That’s Wasting Your Time

Admissions teams track everything—CRMs, marketing reports, financial aid data, application trends. But here’s the problem: most of it isn’t driving decisions.

Schools are flooded with data, but how much of it actually shapes strategy? How much of it is just taking up space in dashboards and reports?

In this episode, we break down:

  • How to instantly tell if a data point is useful or just noise

  • Why some of the most commonly tracked admissions metrics are a waste of time
  • Where your most valuable underutilized data is hiding—and how to start using it


If your reports aren’t changing how you recruit and enroll students, you’re not doing analytics—you’re just collecting numbers.

🎧 Listen now to start tracking what actually matters.


About the Author ✍️

Katherine R. Lieber is a strategist and systems thinker who helps professionals uncover what their data is really saying—and what it’s quietly hiding. She teaches people to move like a huntress in the world of analytics: sharp-eyed, clear-minded, and always one insight ahead.

With expertise in enrollment technology, business systems, and data storytelling, she helps high performers break through noise, extract meaning, and use analytics as a strategic advantage.

This podcast is voice-hosted by AI, with all content written and produced by Katherine R. Lieber of TitaniumBlue LLC.

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7 months ago
7 minutes 9 seconds

Huntress On Analytics
S1E18: The Hidden Cost of Bad Analytics: The Data You’re Collecting That’s Wasting Your Time

Admissions teams track everything—CRMs, marketing reports, financial aid data, application trends. But here’s the problem: most of it isn’t driving decisions. Schools are flooded with data, but how much of it actually shapes strategy? How much of it is just taking up space in dashboards and reports?

In this episode, Lila breaks down:
— How to instantly tell if a data point is useful or just noise
— Why some of the most commonly tracked admissions metrics are a waste of time
— Where your most valuable underutilized data is hiding—and how to start using it

If your reports aren’t changing how you recruit and enroll students, you’re not doing analytics—you’re just collecting numbers.

🎧 Listen now to start tracking what actually matters.

🔥 Huntress on Analytics is created, written, and produced by Katherine R. Lieber, founder of Huntress Analytics and TitaniumBlue Insights.

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7 months ago
7 minutes 46 seconds

Huntress On Analytics
S1E17: The Flawed Predictive Model: Why Your Enrollment Forecast is Probably Wrong

Every admissions office wants to predict the future—how many students will apply, which marketing channels will convert, and what final enrollment numbers will look like. But most predictive models in admissions are deeply flawed—not because of bad math, but because they rely on outdated assumptions, static data, and a false sense of certainty.

In this episode, we break down:
— Why traditional enrollment forecasts fail to predict real student behavior
— How rigid forecasting locks schools into bad assumptions instead of adapting
— What it takes to build an adaptive model that actually improves over time

If your enrollment predictions are still based on last year’s trends, you’re already behind the curve. The future of admissions forecasting isn’t about being right—it’s about building models that learn, adjust, and guide real-time strategy.

🎧 Listen now to learn why predictive modeling in admissions needs a major upgrade.

🔥 Huntress on Analytics is created, written, and produced by Katherine R. Lieber, founder of Huntress Analytics and TitaniumBlue Insights.

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8 months ago
6 minutes 37 seconds

Huntress On Analytics
S1E16: How to Design Admissions Analytics That Actually Help Teams Think

Admissions teams rely on data every day—but is that data actually designed to help them think smarter? Too often, analytics is built for systems, not for the people using it, leaving data analysts drowning in maintenance work, admissions teams struggling to find real-time insights, and leadership sifting through reports that don’t answer their biggest questions.

In this episode, Lila, your host, breaks down:
— How the admissions data analyst keeps systems running and reporting clean
— What admissions teams need for real-time, intuitive analytics that guide action
— How the C-suite should see big-picture success metrics—without the noise

The best admissions analytics don’t just track what’s happening. They help teams make better decisions.

🎧 Listen now to learn how to build enrollment analytics that actually work for the people who use them.

🔥 Huntress on Analytics is created, written, and produced by Katherine R. Lieber, founder of Huntress Analytics and TitaniumBlue Insights.

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8 months ago
7 minutes 59 seconds

Huntress On Analytics
S1E15: Seeing the Story Behind the Data: How Analytics Abstractions Help Us Think Smarter About Admissions

Admissions teams have more data than ever—but does that data actually help them make better decisions? Too often, analytics is designed for systems, not for people, leaving teams overwhelmed by reports that don’t translate into real-world action.

In this episode, we break down:

  • Why traditional admissions dashboards fail the people who need them most

  • How data overload and bad abstractions create confusion instead of clarity
  • How to design admissions analytics that drive real enrollment decisions


The future of admissions analytics isn’t about more data—it’s about designing data that teams can use, question, and act on in real time.

🎧 Listen now to learn how to transform admissions analytics from overwhelming to actionable.

🔥 Huntress on Analytics is created, written, and produced by Katherine R. Lieber of TitaniumBlue LLC.

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8 months ago
6 minutes 31 seconds

Huntress On Analytics
The Secret Life of the Zip Code, Part 3: Personalized Recruitment with Hyper-Localized Data

🎯 The Magic of ZIP Codes: Personalized Recruitment with Hyper-Localized Data

Admissions marketing is changing fast, and the old one-size-fits-all approach? It’s just not cutting it anymore.

The secret to smarter recruitment isn’t bigger budgets or more emails—it’s precision. And ZIP code analytics? They’re the key to unlocking hyper-localized recruitment strategies that actually work.

In this episode, we'll break down:
📍 How ZIP code data lets you personalize outreach in real time
📍 How to adjust recruitment messaging based on regional student behavior
📍 How hyper-local insights help predict enrollment trends before they happen

If you’re ready to move beyond generic marketing and start recruiting smarter, not harder, this episode is for you.

🎧 Listen now to learn how to use ZIP code intelligence to transform your admissions strategy!

🔥 Huntress on Analytics is created, written, and produced by Katherine R. Lieber of TitaniumBlue LLC.

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8 months ago
8 minutes 10 seconds

Huntress On Analytics
The Secret Life of the Zip Code, Part 2: Unlocking Hidden Demographics

ZIP codes aren’t just numbers—they’redata powerhousesthat can transform how admissions teams recruit, engage, and support students. The second installment of The Secret Life of the Zip Code dives intoreal-time analytics showing how a single ZIP code can reveal student demographics, job market trends, cost-of-living factors, and even enrollment likelihood.

In this episode, Lila, our host, breaks down:

How to instantly use ZIP code data the moment a prospect inquires .

How ZIP codes can fine-tune outreach, marketing, and financial aid support.

How schools can predict enrollment trends before they happen.

🎧 Listen now and learn how to stay ahead of the curve with data-driven strategy!

🔥Huntress on Analytics is created, written, and produced by Katherine R. Lieber of TitaniumBlue LLC.

Meet Lila, our AI voice host:https://www.titaniumblueleadership.org/lila-ai-host

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8 months ago
7 minutes 56 seconds

Huntress On Analytics
The Secret Life of the Zip Code, Part 1: Heat Maps in Admissions Analytics

Zip codes might seem like just another data point, but in admissions analytics, they’re a game-changer.

In this episode of Huntress on Analytics, we unlock the power of geographic insights, showing how heat maps transform raw zip code data into clear, actionable strategy. From identifying recruitment hotspots to uncovering untapped regions, we break down how admissions teams can use this visual tool to focus efforts where they matter most.

Plus, we explore how AI can take heat mapping even further—predicting enrollment trends, automating outreach, and making recruitment more targeted than ever. If you’re ready to move beyond spreadsheets and start seeing your data in a whole new way, this episode is for you.

The Huntress on Analytics Podcast is created, written and produced by Katherine R. Lieber, the founder of Huntress Analytics and TitaniumBlue Insights.

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9 months ago
8 minutes 31 seconds

Huntress On Analytics
The Data Dilemma: Why Underutilized Insights Are Holding Admissions Back

Data is everywhere in admissions, but too often it’s left untapped. In this episode of Huntress on Analytics, we dive into The Data Dilemma—why admissions teams underutilize their data and how it’s holding them back.

From data overload and poorly curated records to the limitations of Excel and resistance from leadership, we explore the barriers that keep valuable insights from driving real results.

More importantly, we’ll share how to break free from these challenges and create a culture where data works as hard as your team does. Tune in to discover how to turn underutilized data into smarter, more impactful admissions strategies.

The Huntress on Analytics podcast is created, produced, and copyrighted by Katherine R. Lieber, the founder of Huntress Analytics and TitaniumBlue Insights.

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9 months ago
8 minutes 10 seconds

Huntress On Analytics
Turning Admissions Insights into Action: Benchmarking & Strategic Analytics

Admissions teams have been using benchmarking and analytics for years, but what happens when you retool these tools to build the future of admissions?

In this episode of Huntress on Analytics, we explore how to move beyond tracking basic metrics to proactively shaping strategies that adapt in real time. Discover how to use benchmarking to identify gaps, analytics to decode behaviors, and actionable insights to create smarter, data-driven admissions strategies.

Whether you’re just starting out or ready to take your efforts to the next level, this episode is packed with practical advice to transform your approach to enrollment.

The Huntress on Analytics Podcast is created, produced, and copyrighted by Katherine R. Lieber, the founder of Huntress Analytics and TitaniumBlue Insights.

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9 months ago
9 minutes 36 seconds

Huntress On Analytics
Predicting Success: Crafting Simple Predictive Models for Smarter Admissions Decisions

Predictive modeling doesn’t have to be reserved for the data elite. In this episode of Huntress on Analytics, we break down how admissions teams can start building simple, effective predictive models using tools as basic as Excel.

Learn how to identify key behaviors, assign scores, and uncover patterns that guide smarter decision-making. Plus, we’ll explore how upgrading to tools like R Studio, Tableau, or Python can save time and supercharge your insights as your data grows.

Whether you’re a beginner or ready to level up, this episode will show you how to turn raw data into actionable predictions.

The Huntress on Analytics podcast is created, produced, and copyrighted by Katherine R. Lieber, the founder of Huntress Analytics and TitaniumBlue LLC.

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10 months ago
8 minutes 21 seconds

Huntress On Analytics
Mapping Success: Using Geographic Data to Transform Admissions Strategies

Where your prospects come from is more than just a point on a map—it’s a treasure trove of insights. In this episode of Huntress on Analytics, we explore how geographic and demographic data can transform admissions strategies.

Learn how tools like heat maps and zip code analysis can uncover trends, tap into open-source data for deeper context, and reverse-engineer success by analyzing where your most successful students come from. Discover how these insights can inform not only your outreach but your long-term strategic planning, helping you build stronger connections and smarter campaigns.

The Huntress on Analytics podcast is created, written, and produced by Katherine R. Lieber, the founder of Huntress Analytics and TitaniumBlue LLC.

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10 months ago
8 minutes 9 seconds

Huntress On Analytics
From Interest to Enrollment: Decoding Behavioral Signals to Predict Prospects Who'll Persist

From timing and sequence to hidden emotional cues, every action a prospect takes tells a story. In this episode of Huntress on Analytics, we dive into four key strategies for decoding prospect behavior: Journey Mapping Through Action Timing, Signals Beyond the Screen, Unlocking Underappreciated Signals, and Tapping Into Emotional Motivations.

Discover how predictive analytics can help admissions teams turn subtle data points into smarter, more personalized outreach that builds trust and drives enrollment success.

The Huntress on Analytics Podcast is created, produced, and copyrighted by Katherine R. Lieber, the founder of Huntress Analytics and TitaniumBlue Insights.


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10 months ago
7 minutes 59 seconds

Huntress On Analytics
Predict, Personalize, Persist: Lessons from Data-Driven Giants for College Admissions

In this episode of Huntress on Analytics, we explore how predictive engagement strategies and behavior-driven triggers—like those used by top e-commerce giants—can transform admissions by being more responsive to prospect needs.

Discover how to anticipate what prospects want, respond to their behaviors in real time, and design dynamic, personalized outreach that keeps them moving forward. The same principles that provide predictive nudges can help you build smarter, more human connections that drive enrollment success.

Huntress on Analytics is created, written, and copyrighted by Katherine R. Lieber, the founder of Huntress Analytics and TitaniumBlue LLC.

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10 months ago
11 minutes

Huntress On Analytics
The Prospect Who Didn’t Apply: Predicting What They’ll Do Next

Not every prospect who pauses is a lost opportunity. In this episode of Huntress on Analytics, we explore how analytics helps admissions teams decode the hidden signals behind ‘silent’ prospects—whether it’s hesitancy, comparison shopping, or information gaps.

Learn how to reframe pauses as decision-making moments, design flows that respond to real behaviors, and create stronger, more personalized connections. If you’ve ever wondered what your data isn’t telling you, this episode is for you.

The Huntress on Analytics podcast is created, produced, and copyrighted by Katherine R. Lieber, the founder of Huntress Analytics and TitaniumBlue LLC.

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10 months ago
10 minutes 8 seconds

Huntress On Analytics
Forget First Impressions: How Admissions Data Reveals the Real Decision-Making Process

First impressions might matter, but when it comes to admissions, it’s the last mile that makes all the difference. In this episode of Huntress on Analytics, we challenge the 14-day rule and explore how data reveals the real decision-making process for prospects.

Discover how an Admissions Data Analyst can uncover the signals that prospects are ready to re-engage—and how analytics transforms assumptions into actionable insights.

Tune in for practical strategies to move beyond outdated timelines and create meaningful, well-timed connections that drive enrollment success.

The Huntress on Analytics podcast is created, produced, and copyrighted by Katherine R. Lieber, the founder of Huntress Analytics and TitaniumBlue Insights. Because in admissions, the real magic happens when you stop chasing—and start listening to the data.

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11 months ago
10 minutes 7 seconds

Huntress On Analytics
Beyond Marketing: Nurturing Prospects with AI for Successful Admissions

In this episode of Huntress on Analytics, we dive into redefining what it means to nurture prospects in today’s admissions landscape.

Beyond traditional marketing, successful admissions require understanding student motivations, building trust through meaningful communication, and ensuring consistent follow-up -- and that requires AI to personalize outreach, stay connected with prospects, and create stronger student relationships—all at scale.

Tune in for actionable insights and a tip on balancing personalization with scalability in your prospect engagement strategy.

The Huntress on Analytics Podcast is created, produced, and copyrighted by Katherine R. Lieber, the founder of Huntress Analytics and TitaniumBlue Insights.

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11 months ago
5 minutes 59 seconds

Huntress On Analytics
From Data to Decision: Using Predictive Analytics to Attract the Right Students

Forget casting a wide net and hoping for the best—this episode of Huntress on Analytics dives into how predictive analytics helps career and technical colleges break free from outdated admissions tactics. We’re talking smarter, not harder: identifying and connecting with the right students using actionable insights. With bold ideas and a no-excuses tip for getting started, we’ll show you how to rethink your strategy and build better cohorts. Ready to disrupt admissions as usual? Tune in now. Huntress on Analytics is created, written and produced by Katherine R. Lieber, the founder of Huntress Analytics and TitaniumBlue Insights.

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11 months ago
5 minutes 56 seconds

Huntress On Analytics
Huntress On Analytics explores the future of admissions for career and technical colleges. Created by Katherine R. Lieber of Huntress Analytics and TitaniumBlue Insights, this podcast offers expert insights and actionable strategies to modernize admissions. Join Lila, our voiceover host, as we uncover how data and predictive analytics can transform prospect engagement, helping colleges attract, nurture, and enroll students. Tune in to discover how analytics can build stronger class cohorts and drive enrollment success.