Nutrition snapshot

Hidden Valley The Original Ranch, Fat Free Dressing

Name: Hidden Valley The Original Ranch, Fat Free Dressing
Brand: Hidden Valley
SKU: 07170717

The nutrient profile is mixed or moderate based on the available evidence.

Nutrition score

/100

Nutrition interpretation

Moderate signal

The nutrient profile is mixed or moderate based on the available evidence.

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Signal classes

Need attention

Core nutrient evidence is incomplete, so the nutrition score is unavailable.

What would improve the assessment

Part of this signal relies on inferred values, so direct declared data would improve reliability.

Need attention

Declared NOVA group 4 anchors the processing indicator.
Isolated or heavily fractionated ingredients (2 markers) support a more processed classification.
Formulation markers such as letsitiin support a more processed classification.
A long ingredient list (41 ingredients) supports a more processed classification.

Need attention

Mandatory field coverage is only partial (63%).

Uncertain or missing data

The record is missing a nutrition panel.

What would improve the assessment

Part of this signal relies on inferred values, so direct declared data would improve reliability.

Structured source data

Facts used for scoring

Design

CategoryCondiments

Label information quality66/100

Data confidence

Ownership

Processing

Very highly processed

Formulation complexity

Environmental signal

NOVA groupNOVA 4

Performance

Nutrition score45/100 · Grade D

Ingredient-level explanation

water, corn syrup, maltodextrin, sugar, modified food starch, buttermilk*, salt, less than 2% of: spices, onion, garlic, sour cream (cream, nonfat milk, cultures)*, natural flavor, vegetable oil (soybean and/or canola)*, soy lecithin *, monoglycerides*,

Food score panel

Five-layer evaluation

Each dimension stays separate so the product can score well in one area and weakly in another without hiding trade-offs.

Nutrition score

/100

Nutrition profile

Nutrition score 45/100

Mixed

label quality is the strongest signal right now, while processing needs the most caution.

Strongest area

Label quality

Weakest area

Processing

Data confidence

medium

Data confidence

Data confidence 66/100

Medium reliability

Data coverage is partial and the interpretation carries moderate confidence.

Confidence layer

Category breakdown

How the separate signals line up

The result is uneven: strengths and weaknesses are balanced.

Nutrition profile

Mixed

45/100

Nutrition score is available, but some inputs were inferred.

Processing

Very highly processed

Processing indicator kept separate from the nutrition score.

Environmental signal

Mixed

57/100

Estimated environmental signal with limited precision.

Label quality

Quite good

66/100

Label quality reflects completeness and consistency of the record, not nutrition quality.

How is the score built?

Open the methodology note

Nutrition score measures nutrient profile only. Processing, environment, label quality, and data confidence stay separate so missing data or formulation signals do not silently change nutrition quality.

The data is partial. The interpretation is usable but some conclusions may be refined.

Score drivers

What shaped the separate signals

Supports the assessment

No clear positive highlights emerged from the available data.
Impact: low

Pulls the score down

Declared NOVA group 4 anchors the processing indicator.
Impact: high
Isolated or heavily fractionated ingredients (2 markers) support a more processed classification.
Impact: medium
Mandatory field coverage is only partial (63%).
Impact: medium

Uncertain area

Core nutrient evidence is incomplete, so the nutrition score is unavailable.
Impact: high
Confidence is reduced by missing nutrition evidence.
Impact: high
The record is missing a nutrition panel.
Impact: high

Some source data is incomplete for this product: energy per 100g, sugars per 100g, saturated fat per 100g, sodium per 100g or salt per 100g, quantity, nutrition panel, and front image. Scores stay visible, but weaker evidence is reflected in the confidence dimension.

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Score summary

—

Nutrition score

No reliable assessment

processing is the strongest signal right now, while environmental signal needs the most caution.

Strongest: ProcessingWeakest: Environmental signal

Data confidence

72/100

medium reliability

Nutrition profile

No reliable assessment

—

Nutrition profile

Affected by energy, sugars, saturated fat, sodium, fiber, limited protein support, and cautious fruit/vegetable/legume/nut credit.

Processing

Moderately processed

Processing

Affected by ingredient complexity and degree of processing.

Environmental signal

Mixed

57/100

Environmental signal

Affected by packaging, origin, and estimate coverage.

Label quality

Quite good

67/100

Label quality

Affected by field completeness and record consistency, not by nutrition quality.

medium confidence from label, nutrition, and source coverage

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Lower processing burdenCondiments

Score summary

—

Nutrition score

No reliable assessment

processing is the strongest signal right now, while environmental signal needs the most caution.

Strongest: ProcessingWeakest: Environmental signal

Data confidence

74/100

medium reliability

Nutrition profile

No reliable assessment

—

Nutrition profile

Affected by energy, sugars, saturated fat, sodium, fiber, limited protein support, and cautious fruit/vegetable/legume/nut credit.

Processing

Moderately processed

Processing

Affected by ingredient complexity and degree of processing.

Environmental signal

Mixed

57/100

Environmental signal

Affected by packaging, origin, and estimate coverage.

Label quality

Quite good

67/100

Label quality

Affected by field completeness and record consistency, not by nutrition quality.

Open Food Facts Sel rose de l'himalaya

Condiments. Evidence quality: medium. Nutrition score is currently hidden

—

nutrition score

Lower processing burdenCondiments

Score summary

—

Nutrition score

No reliable assessment

processing is the strongest signal right now, while environmental signal needs the most caution.

Strongest: ProcessingWeakest: Environmental signal

Data confidence

74/100

medium reliability

Nutrition profile

No reliable assessment

—

Nutrition profile

Affected by energy, sugars, saturated fat, sodium, fiber, limited protein support, and cautious fruit/vegetable/legume/nut credit.

Processing

Moderately processed

Processing

Affected by ingredient complexity and degree of processing.

Environmental signal

Mixed

57/100

Environmental signal

Affected by packaging, origin, and estimate coverage.

Label quality

Quite good

67/100

Label quality

Affected by field completeness and record consistency, not by nutrition quality.

Open Food Facts Pesto

Condiments. Evidence quality: medium

15/100

nutrition score

Condiments

Score summary

Nutrition score

Very weak

label quality is the strongest signal right now, while nutrition profile needs the most caution.

Strongest: Label qualityWeakest: Nutrition profile

Data confidence

72/100

medium reliability

Nutrition profile

Very weak

15/100

Nutrition profile

Affected by energy, sugars, saturated fat, sodium, fiber, limited protein support, and cautious fruit/vegetable/legume/nut credit.

Processing

Processing unknown

Insufficient evidence

—

Processing

Affected by ingredient complexity and degree of processing.

Environmental signal

Mixed

57/100

Environmental signal

Affected by packaging, origin, and estimate coverage.

Label quality

Quite good

67/100

Label quality

Affected by field completeness and record consistency, not by nutrition quality.

Hidden Valley The Original Ranch, Fat Free Dressing · Nutrisiq

Signal classes

Need attention

Core nutrient evidence is incomplete, so the nutrition score is unavailable.

What would improve the assessment

Part of this signal relies on inferred values, so direct declared data would improve reliability.

Need attention

Declared NOVA group 4 anchors the processing indicator.
Isolated or heavily fractionated ingredients (2 markers) support a more processed classification.
Formulation markers such as letsitiin support a more processed classification.
A long ingredient list (41 ingredients) supports a more processed classification.

Need attention

Mandatory field coverage is only partial (63%).

Uncertain or missing data

The record is missing a nutrition panel.

What would improve the assessment

Part of this signal relies on inferred values, so direct declared data would improve reliability.

Structured source data

Facts used for scoring

Design

CategoryCondiments

Label information quality66/100

Data confidence

Ownership

Processing

Very highly processed

Formulation complexity

Environmental signal

NOVA groupNOVA 4

Performance

Nutrition score45/100 · Grade D

Ingredient-level explanation

Food score panel

Five-layer evaluation

Each dimension stays separate so the product can score well in one area and weakly in another without hiding trade-offs.

Nutrition score

/100

Nutrition profile

Nutrition score 45/100

Mixed

label quality is the strongest signal right now, while processing needs the most caution.

Strongest area

Label quality

Weakest area

Processing

Data confidence

medium

Data confidence

Data confidence 66/100

Medium reliability

Data coverage is partial and the interpretation carries moderate confidence.

Confidence layer

Category breakdown

How the separate signals line up

The result is uneven: strengths and weaknesses are balanced.

Nutrition profile

Mixed

45/100

Nutrition score is available, but some inputs were inferred.

Processing

Very highly processed

Processing indicator kept separate from the nutrition score.

Environmental signal

Mixed

57/100

Estimated environmental signal with limited precision.

Label quality

Quite good

66/100

Label quality reflects completeness and consistency of the record, not nutrition quality.

How is the score built?

Open the methodology note

The data is partial. The interpretation is usable but some conclusions may be refined.

Score drivers

What shaped the separate signals

Supports the assessment

No clear positive highlights emerged from the available data.
Impact: low

Pulls the score down

Declared NOVA group 4 anchors the processing indicator.
Impact: high
Isolated or heavily fractionated ingredients (2 markers) support a more processed classification.
Impact: medium
Mandatory field coverage is only partial (63%).
Impact: medium

Uncertain area

Core nutrient evidence is incomplete, so the nutrition score is unavailable.
Impact: high
Confidence is reduced by missing nutrition evidence.
Impact: high
The record is missing a nutrition panel.
Impact: high

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Open Food Facts Fleur de sel nature

Condiments. Evidence quality: medium. Nutrition score is currently hidden

—

nutrition score

Lower processing burdenCondiments

Score summary

—

Nutrition score

No reliable assessment

processing is the strongest signal right now, while environmental signal needs the most caution.

Strongest: ProcessingWeakest: Environmental signal

Data confidence

72/100

medium reliability

Nutrition profile

No reliable assessment

—

Nutrition profile

Affected by energy, sugars, saturated fat, sodium, fiber, limited protein support, and cautious fruit/vegetable/legume/nut credit.

Processing

Moderately processed

Processing

Affected by ingredient complexity and degree of processing.

Environmental signal

Mixed

57/100

Environmental signal

Affected by packaging, origin, and estimate coverage.

Label quality

Quite good

67/100

Label quality

Affected by field completeness and record consistency, not by nutrition quality.

medium confidence from label, nutrition, and source coverage

View product

Open Food Facts Sel rose de l'himalaya

Condiments. Evidence quality: medium. Nutrition score is currently hidden

—

nutrition score

Lower processing burdenCondiments

Score summary

—

Nutrition score

No reliable assessment

processing is the strongest signal right now, while environmental signal needs the most caution.

Strongest: ProcessingWeakest: Environmental signal

Data confidence

74/100

medium reliability

Nutrition profile

No reliable assessment

—

Nutrition profile

Affected by energy, sugars, saturated fat, sodium, fiber, limited protein support, and cautious fruit/vegetable/legume/nut credit.

Processing

Moderately processed

Processing

Affected by ingredient complexity and degree of processing.

Environmental signal

Mixed

57/100

Environmental signal

Affected by packaging, origin, and estimate coverage.

Label quality

Quite good

67/100

Label quality

Affected by field completeness and record consistency, not by nutrition quality.

Open Food Facts Sel rose de l'himalaya

Condiments. Evidence quality: medium. Nutrition score is currently hidden

—

nutrition score

Lower processing burdenCondiments

Score summary

—

Nutrition score

No reliable assessment

processing is the strongest signal right now, while environmental signal needs the most caution.

Strongest: ProcessingWeakest: Environmental signal

Data confidence

74/100

medium reliability

Nutrition profile

No reliable assessment

—

Nutrition profile

Affected by energy, sugars, saturated fat, sodium, fiber, limited protein support, and cautious fruit/vegetable/legume/nut credit.

Processing

Moderately processed

Processing

Affected by ingredient complexity and degree of processing.

Environmental signal

Mixed

57/100

Environmental signal

Affected by packaging, origin, and estimate coverage.

Label quality

Quite good

67/100

Label quality

Affected by field completeness and record consistency, not by nutrition quality.

Open Food Facts Pesto

Condiments. Evidence quality: medium

15/100

nutrition score

Condiments

Score summary

Nutrition score

Very weak

label quality is the strongest signal right now, while nutrition profile needs the most caution.

Strongest: Label qualityWeakest: Nutrition profile

Data confidence

72/100

medium reliability

Nutrition profile

Very weak

15/100

Nutrition profile

Affected by energy, sugars, saturated fat, sodium, fiber, limited protein support, and cautious fruit/vegetable/legume/nut credit.

Processing

Processing unknown

Insufficient evidence

—

Processing

Affected by ingredient complexity and degree of processing.

Environmental signal

Mixed

57/100

Environmental signal

Affected by packaging, origin, and estimate coverage.

Label quality

Quite good

67/100

Label quality

Affected by field completeness and record consistency, not by nutrition quality.

Hidden Valley The Original Ranch, Fat Free Dressing

Nutrient profile

Need attention

What would improve the assessment

Processing level

Need attention

Label quality

Need attention

Uncertain or missing data

Environmental signal

What would improve the assessment

Facts used for scoring

Design

Ownership

Performance

Five-layer evaluation

Nutrition score 45/100

How the separate signals line up

What shaped the separate signals

Similar options worth comparing

Open Food Facts Fleur de sel nature

Open Food Facts Sel rose de l'himalaya

Open Food Facts Sel rose de l'himalaya

Open Food Facts Pesto

Hidden Valley The Original Ranch, Fat Free Dressing

Nutrient profile

Need attention

What would improve the assessment

Processing level

Need attention

Label quality

Need attention

Uncertain or missing data

Environmental signal

What would improve the assessment

Facts used for scoring

Design

Ownership

Performance

Five-layer evaluation

Nutrition score 45/100

How the separate signals line up

What shaped the separate signals

Similar options worth comparing

Open Food Facts Fleur de sel nature

Open Food Facts Sel rose de l'himalaya

Open Food Facts Sel rose de l'himalaya

Open Food Facts Pesto

What lowers the rating

Ultra-töödeldud toit (NOVA 4)

Lapse vaate riskisignaalid

Ultra-töödeldud profiil (NOVA 4) lapse menüüs