Ulrik ErlingsenMarketing, analytics & product · Norway
Independent thinking. Useful tools.Signal / 15 applications

Every good decision
starts with a question.

I’m Ulrik. I build tools that turn marketing theory into something you can explore, understand and use.

Follow the questions ↓︎
From complexity to clarity
The thinking behind Signal

Fifteen tools.
A connected way of thinking.

Marketing is a sequence of questions. Listen to people. Understand the differences. Shape the offer. Make a decision. Learn what happened. I’ve built a tool for fifteen of those questions.

01/Listen

First, learn to listen.
The evidence comes first.

A comment. A survey response. A satisfaction score. Before making a decision, understand what people are saying—and whether the evidence holds up.

02 / MeasureSignal
Check the measure before using it.
MeasureSignal

Can you trust the score?

Examine whether survey items measure a coherent idea before comparing the resulting scores.

Factor structure · Reliability · Invariance
Inside the thinking

Explore factor structure and reliability with a frozen holdout plan. An invariance gate comes before cross-group score comparisons.

Explore MeasureSignal
03 / DriverSignal
01020304
Find a direction for the next question.
DriverSignal

What moves with satisfaction?

Investigate which factors relate to satisfaction and turn their relative importance into a testable hypothesis.

Relative importance · HC3 · NPS
Inside the thinking

Separates relative importance from conditional direction. A ranking can guide a new hypothesis without claiming it proves cause and effect.

Explore DriverSignal

Once the evidence is clearer, the next question is who it describes.

02/Understand

See the people behind the data.
Different people. Different stories.

An average can hide a lot. Look at customer groups, their value over time, and the journeys that bring them closer—or lead them away.

05 / WorthSignal
Look beyond the next transaction.
WorthSignal

What are customers worth?

Bring customer value, retention and marketing ROI into a clearer view of where to focus.

RFM · Lifetime value · Retention
Inside the thinking

Connects customer value, retention and marketing ROI in guided decisions. The question is how customer relationships develop beyond an individual purchase.

Explore WorthSignal
06 / TraceSignal
Follow the path, including the dead ends.
TraceSignal

Where do journeys stall?

Follow transitions, drop-off and recurring paths through event logs to understand how journeys unfold.

Transitions · Drop-off · Path support
Inside the thinking

Keeps path support and positional roles visible. A transparent Markov sensitivity check explores the pattern without making causal credit claims.

Explore TraceSignal

Understanding people creates a better starting point for shaping the offer.

03/Shape

Build an offer that makes sense.
Value is a matter of perspective.

What matters to a customer? Where does a brand stand? What should it cost? These are connected questions, each deserving its own evidence.

08 / PositionSignal
ABCDE
A position is more than a point on a map.
PositionSignal

Where does the brand stand?

Look at brand positioning across brands, waves and segments, with the evidence beside the map.

PCA · Associations · POP / POD
Inside the thinking

Keeps map fidelity, association ownership, and points-of-parity and points-of-difference evidence available alongside the positioning picture.

Explore PositionSignal
09 / TagSignal
Connect the price to the economics.
TagSignal

What should it cost?

Explore pricing evidence and margin economics without losing sight of uncertainty.

Price tests · Elasticity · Unit margin
Inside the thinking

Price experiments, sales history and willingness-to-pay evidence follow three separate routes. Each feeds into margin economics with uncertainty intact.

Explore TagSignal

A promising offer still needs a practical plan to reach the market.

04/Decide

Turn possibility into a plan.
Every decision has a trade-off.

Markets develop over time. Budgets have limits. New ideas compete for resources. Explore the options before committing to one.

11 / AdoptSignal
Plan for a market that changes over time.
AdoptSignal

When will the market follow?

Explore adoption scenarios using published analogies or historical observations.

Bass diffusion · Scenarios · Fitting
Inside the thinking

Supports history fitting and planning from published analogies, with explicit warnings when a pre-peak forecast cannot identify the market ceiling.

Explore AdoptSignal
12 / GateSignal
EvidenceEconomicsConstraintsDecision
Give a new idea a considered decision.
GateSignal

Go, hold, rework—or stop?

Bring criteria, evidence, constraints and economics into the same new-product decision.

Gate criteria · Scenario NPV · Brand fit
Inside the thinking

Separates gate criteria from evidence and economics, while considering extension, alliance and reputation exposure.

Explore GateSignal

Then comes the part that keeps the work honest: finding out what changed.

05/Learn

Keep learning after the decision.
A result is the next beginning.

Did an experiment change something meaningful? Which recommendation policy earns its place? Is the brand moving—or is the tracker simply noisy?

14 / RecommendSignal
One score cannot tell the whole story.
RecommendSignal

Which recommender earns its place?

Compare recommendation policies across accuracy, novelty, concentration and cold-start evidence.

Recall@K · NDCG@K · Coverage
Inside the thinking

Uses temporal splits for offline evaluation and brings different dimensions of recommendation quality into the comparison.

Explore RecommendSignal
15 / TrackSignal
Know when a change deserves attention.
TrackSignal

Is the brand really moving?

Compare tracking waves and distinguish meaningful movement from sampling noise.

Wave contrasts · Intervals · Thresholds
Inside the thinking

Combines intervals, multiple-comparison control and practical thresholds before reacting to changes in brand-tracking waves.

Explore TrackSignal

Fifteen tools. One practice: make the question clear, show the workings, and keep learning.

The person behind the products

Curiosity,
put to work.

I’m Ulrik Erlingsen. My work brings marketing strategy, applied analytics and product design into the same practice.

I independently design and build Signal: local-first products with documented methods and inspectable evidence. The interface is part of making a question easier to work with.

Start with the decision.The question gives the method a purpose.

Show the workings.Keep assumptions within reach.

Keep uncertainty visible.Leave room to challenge the answer.

Follow the work on GitHub ↗︎