Analysis and interpretation of research data

The field research is completed, the lights are back on and you are home with hours of audio clips, video footage and logbook notes. Now begins the most time-consuming, but also the most crucial part of the process: the analysis. Without a thorough analysis, your data is nothing more than raw data.

In this article you will learn how to methodically analyze collected data, how to exclude natural explanations and how to cautiously draw conclusions.

Table of Contents

1. Audio Analysis: Listening to the Unheard

Listening back to audio is a precision task. Often during analysis you hear fragments that you missed on location. These are called EVPs.

  • Use a good headphone: Do not use simple earbuds. A quality, over-ear headphone is essential to distinguish subtle voices from background noise.
  • Software: Use free software like Audacity to view waveforms. A sudden peak in an otherwise quiet recording is a spot that deserves extra attention.
  • Auditory Pareidolia: Be critical. Our brain likes to make words out of random noise. If a sound is not understood in the same way by at least two different people without you telling them beforehand what you hear, it is probably not reliable evidence.

When interpreting your data, knowledge of phenomena is crucial. See our explanation about the different forms of paranormal activity to better place your findings

2. Video Review: Context over Spectacle

Watching hours of night vision footage is exhausting. The focus here should not be on finding 'ghosts', but on checking the environment. You will pay attention to all things in the footage that naturally should not be there. A fast-moving shadow with no source, an orb flying by. The exhausting work but precisely here you can find the evidence.

  • The 'Orb' discussion: Almost all light balls on video are dust particles, insects or moisture reflecting in the infrared lighting. Look critically: does the object move logically with the airflow? Then it is dust.
  • Meters in footage: Check the footage from your fixed cameras. If you see a reading on a [K2 meter], do you simultaneously see a team member walking by with a walkie-talkie on the video? Then you have found the cause.

You probably have multiple hours of content on different cameras. You probably also have cameras set on tripods and the investigation has been recorded from a fixed location. You can also have this content analyzed using AI. Instead of checking every second of audio and video yourself, AI can largely take this off your hands.

3. Data Correlation: Connecting the Dots

A single observation is interesting, but correlated data is real evidence. This is where your logbook and your equipment come together.

As we discussed in our guide on recording research, synchronization is crucial here. Look for 'clusters' of events:

  • Example: At 10:14 PM you hear an unexplained bang on the audio, at the same moment you see a temperature drop on your meter and the logbook keeper notes that he felt a cold shiver.

When multiple independent sources (audio, meter, person) show a deviation at exactly the same moment, the value of your data increases significantly. The goal is to exclude coincidence. If you measure and record an 'anomaly' on multiple devices and instruments, then it is not a case of maybe an EMF meter malfunctioning. If all equipment synchronously registers the same deviation, you can say with certainty that your equipment is working properly and that perhaps a paranormal explanation should indeed be considered.

4. Excluding Natural Explanations (Debunking)

Within the professional methodology of paranormal research it is your task to disprove your own evidence. This is called 'debunking'.

  • Check the source: Do you hear a voice? Check if a radio was on at the neighbors or if someone walked by outside.
  • Electromagnetic fields: Do you see a peak on your EMF meter? Check if a refrigerator turned on or if there is an electrical cabinet on the other side of the wall.
  • Air currents: Did that door really move by itself, or was there a pressure difference in the building?

Only when every logical explanation has been ruled out may you label an observation as 'unexplained'. Eliminate all possible environmental causes. Only after you have done this can you introduce a paranormal source as a possible cause. Paranormal phenomena are rare. Or rather, they are rarely recorded.

5. Cautiously Drawing Conclusions

A responsible investigation rarely concludes: "It is haunted here." Instead, you report facts.

Instead of: "We have contacted an entity." You say: "During the session with the R2229L Spirit Box three relevant answers were given to direct questions, which coincided with an unexplained rise in EMF values."

This keeps your research honest and credible. Remember that the path to truth often runs through doubt.

Checklist for an Objective Analysis

  • Has the audio been analyzed with a professional headphone?
  • Have all peaks on the meters been checked against the logbook notes?
  • Has a search been made for natural sources (electricity, drafts, neighbors) for every deviation?
  • Has the data been 'blindly' reviewed by at least one other team member?
  • Is the final conclusion based on facts, not assumptions?

Summary

Analysis is the translation of raw experiences into usable information. By remaining critical, correlating your data and always first seeking the logical explanation, you elevate your research to a professional level.

Final step: Ethics An investigation does not end with the analysis. How do you handle the results and the privacy of those involved? Read all about Ethics and responsibility in paranormal research.