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Music Genre Analytics

πŸ–€ Goth

πŸ–€ Goth Music Genre Analysis: Audio Features, AI Prompts & Production Profile

Dark post-punk music with atmospheric production, romantic gothic aesthetics, and haunting melodies β€’ 100 tracks analyzed β€’ Spotify audio features dataset
Median BPM
87
Laid-back groove
Avg Energy
33%
Mellow vibe
Avg Valence
29%
Introspective
Top Key
G#/Ab
Major 13 | Minor 3
Major/Minor
55/45
Balanced mood

A data-driven breakdown of πŸ–€ goth music based on Spotify audio features and Gemini AI analysis of the top 100 tracks. Use these insights to understand what makes πŸ–€ goth music sound the way it does β€” and to generate your own.

Jump to Prompt Lab ↓ Download Data (JSON) ↓

Genre Profile

Goth music is characterized by high energy that drives the music forward with force and momentum, with a median energy of 86.7%. The genre carries predominantly electronic production (0.3% acousticness), built on synthesized sounds and digital textures. Instrumentalness sits at 0.1%, while danceability registers at 44.8% β€” providing enough groove to move to. The emotional tone is leaning toward introspection and wistfulness, with valence at 31.5%. Speechiness is virtually absent at 4.9%.

The typical goth track moves at a moderate tempo that sits comfortably in walking-pace territory of 120.0 BPM (Β±36.0). Tonally, D is the most common key (18 of 100 tracks), and 54% of tracks are in a minor key β€” showing a fairly even split between light and dark tonalities.

The genre's sonic identity is shaped by artists like Nightwish, Within Temptation, Amaranthe alongside In Flames, Siouxsie and the Banshees. The typical track runs about 4.0 minutes, hitting a sweet spot for both streaming and deeper listening.

Production-wise, goth sits at a median loudness of -5.9 dB β€” loud and compressed, optimized for impact over nuance. Whether you're producing in the genre or analyzing it for AI music generation, these numbers provide a precise target for capturing the authentic goth sound.

Prompt Lab

How to Prompt a Hit

Transform lo-fi hip hop's laid-back groove into AI prompts. These data-driven insights help you craft the perfect chill beats β€” from Suno's warm analog vibes to Udio's crisp vinyl textures.

Suno
Excels at boom-bap rhythms and vintage textures. Great for J Dilla-inspired swing patterns.
Udio
Exceptional drum quality and sample clarity. Perfect for clean, professional lo-fi beats.
Stable Audio
Open-source flexibility for experimental lo-fi. Good for extended chill-hop sessions.
MusicGen (Meta)
Strong at jazz-influenced chord progressions and organic sample textures.
Riffusion
Real-time beat generation. Ideal for live lo-fi streaming and spontaneous creativity.
Feature Translator
BPM 101-150: dark pace
Energy 69-89%: dark,  romantic
Valence 25-45%: dark, romantic, atmospheric, haunting
Danceability 40-50%: goth groove
Acousticness -2-17%: chorus guitar textures
Instrumentalness 1-21%: Focus on chorus guitar
Speechiness 6-16%: Clean goth passages
Tempo: dark to moderate
Key preference: D, C, warm keys
Prompt Template
Create a goth track with:

β€’ chorus guitar foundation (120 BPM)
β€’  gothic rock-inspired  bass
β€’ dark chorus guitar patterns
β€’  drum machine  synth pads
β€’  romantic production style
β€’  darkwave sound design
β€’ Moderate energy (79%), dark mood (35%)
β€’ goth arrangement (11%), chorus guitar elements (7%)

Artists to reference: Nightwish, Within Temptation, Amaranthe, In Flames, Siouxsie and the Banshees, JosΓ© GonzΓ‘lez

Duration: 3-4 minutes, perfect for  haunting listening
Genre Recipe JSON
{
  "genre": "goth",
  "audio_features": {
    "bpm": {"min": 75, "max": 198, "median": 120},
    "energy": {"avg": 0.798, "range": "dark"},
    "valence": {"avg": 0.352, "range": "dark, romantic, atmospheric, haunting"},
    "danceability": {"avg": 0.456, "range": "goth groove"},
    "acousticness": {"avg": 0.076, "range": "chorus guitar/organic"},
    "instrumentalness": {"avg": 0.113, "range": "focus on chorus guitar"},
    "key_preference": ["D", "C", "G"],
    "mode_preference": {"major": 46.0, "minor": 54.0}
  },
  "production_style": {
    "instruments": ["chorus guitar", "bass", "drum machine", "synth pads", "deep vocals"],
    "style_tags": ["goth", "gothic rock", "darkwave", "deathrock", "ethereal wave"],
    "mood_descriptors": ["dark", "romantic", "atmospheric", "haunting"],
    "tempo_category": "dark_to_moderate"
  },
  "reference_artists": ["Nightwish", "Within Temptation", "Amaranthe", "In Flames", "Siouxsie and the Banshees", "Jos\u00e9 Gonz\u00e1lez", "Type O Negative", "HammerFall"],
  "track_characteristics": {
    "typical_length": "3-4 minutes",
    "listening_context": " haunting listening",
    "production_focus": "chorus guitar foundation"
  }
}}

Audio DNA

Key finding: Six audio features define goth's fingerprint: Energy leads at 86.7%, while Instrumentalness sits at just 0.1% β€” a genre defined as much by what it lacks as what it contains.

Feature Summary
Lo-fi hip hop's signature sound profile: highly acoustic (63%) and instrumental (76%), with moderate danceability (62%) and subtle energy (33%). The genre maintains its introspective character through low valence (29%) while preserving enough rhythmic elements to keep listeners engaged.
Energy
33%
Valence
29%
Danceability
62%
Acousticness
63%
Instrumentalness
76%
Speechiness
5%

Rhythm & Tonality

Key finding: 54% of goth tracks are in a minor key, with D the most common. Typical BPM: 120.0 (Οƒ 36.0).

BPM Distribution
Lo-fi hip hop centers around the 60-90 BPM sweet spot (61%), creating that signature laid-back groove. The median of 87 BPM perfectly captures the unhurried, contemplative pace that defines the genre.
Key Distribution
G#/Ab emerges as the dominant key (16%), followed by C#/Db and A#/Bb (11% each). This preference for flat keys contributes to the genre's warm, slightly detuned character.
Major vs Minor Mode
Surprisingly balanced at 55% major, 45% minor. While minor modes provide melancholic undertones, major keys add brightness and hope to lo-fi's introspective landscape.
Duration Histogram
Most tracks fall between 2-4 minutes (65%), with a median of 2.7 minutes. This brevity aligns with lo-fi's purpose as background music and loop-friendly content.

Emotional Fingerprint

Energy vs Valence
Lo-fi hip hop occupies the contemplative low-energy, low-valence quadrant. The target zone annotation shows the genre's sweet spot: mellow but not depressing, introspective but not aggressive.
Acousticness vs Instrumentalness
High concentrations in the upper-right quadrant reveal lo-fi's preference for organic, instrumental sounds. Most tracks blend acoustic elements with instrumental arrangements, perfect for studying or relaxation.

Top Artists

Key finding: Nightwish dominates with 16 tracks in the top 100, followed by Within Temptation (14) and Amaranthe (10).

Most Featured Artists
Emancipator and Otaku lead with 6 tracks each, followed by Bonobo (5). These artists represent different facets of lo-fi: Emancipator's downtempo electronica, Otaku's anime-inspired beats, and Bonobo's trip-hop influences.

What Makes a Hit

Popular vs Unpopular Comparison
Top 25 tracks show higher energy (33% vs 20%) and slightly more danceable rhythms. Successful lo-fi maintains the genre's core characteristics while adding just enough movement to keep listeners engaged.
Outlier Spotlight
Tracks that break conventional lo-fi boundaries while maintaining genre appeal.
My Kind of Woman
Mac DeMarco
Highest energy (77%) - brings indie rock energy to lo-fi aesthetics
Glimpse of Us
Joji
Fastest tempo (170 BPM) - modern R&B pace in lo-fi arrangement
Chamber Of Reflection
Mac DeMarco
Highest valence (51%) - uplifting mood breaks melancholic trend
Affection
Jinsang
Highest valence in pure instrumental (61%) - joy through melody alone
Novacane
Frank Ocean
Lowest acousticness (6%) - electronic production in organic-leaning genre
Shoreditch
Clint Is Quinn
Lowest energy (11%) - extreme minimalism pushes ambient boundaries

Feature Correlations

Correlation Heatmap
Strong negative correlation between energy and acousticness (-0.64) reflects lo-fi's preference for organic sounds over electronic energy. Positive energy-valence correlation (0.42) suggests livelier tracks tend toward brightness.

Production Profile

Soul Production Characteristics
The genre's production DNA emphasizes vintage textures, chopped samples, and analog warmth. Vinyl crackle and tape saturation are nearly universal, while J Dilla-style swing defines the rhythmic foundation.

Top Tracks

Key finding: The most popular goth track is “Stay Alive” by JosΓ© GonzΓ‘lez with a popularity score of 67.

Soul Essential Tracks
From nostalgic classics to modern interpretations, these tracks define lo-fi hip hop's emotional and sonic landscape. Notice the prevalence of introspective themes and collaborative artists.
# Track Artist Popularity BPM Energy Valence Key

Frequently Asked Questions

What BPM is Goth music?+
Based on analysis of the top 100 goth tracks on Spotify, the median BPM is 120.0 with a standard deviation of 36.0. The typical range falls between 101.5 and 150.0 BPM.
What key is Goth music usually in?+
The most common key in goth music is D, and 46% of tracks are in a major key.
How do I make Goth music with AI?+
Use AI music generators like Suno or Udio with genre-specific prompts. Key parameters for goth: BPM around 120.0, energy level around 86.7%, and valence around 31.5%. Visit the Prompt Lab section on this page for a ready-to-copy prompt template.
What instruments are used in Goth music?+
Goth music typically features electronic production with synthesizers, programmed beats, and digital effects alongside vocal performances. With an acousticness of 0.3% and instrumentalness of 0.1%, the genre is primarily electronic (0.3% acousticness) with a strong vocal or lyrical focus (0.1% instrumentalness).
Is Goth music happy or sad?+
With a median valence of 31.5%, goth music is more introspective and wistful than happy. 46% of tracks use major keys, which adds weight to the emotional tone.
Electronic Ambient Pop Indie

Sources & Methodology

This analysis is based on Spotify Audio Features API data for the top 100 πŸ–€ goth tracks by popularity, supplemented by Gemini AI audio analysis of 30-second preview clips.

Audio features (energy, valence, acousticness, instrumentalness, danceability, speechiness, tempo, key, mode, loudness, duration) are sourced directly from Spotify's audio analysis pipeline. Production insights, mood classifications, and instrumentation details are generated by Gemini AI.

Data was collected and analyzed by kapiko β€” a music analytics platform for AI-era music production.