Nature Valley Pecan crunchy granola bars packshot

Nutrition snapshot

Nature Valley Pecan crunchy granola bars

Name: Nature Valley Pecan crunchy granola bars
Brand: Nature Valley
SKU: 0016000502055

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.

Uncertain or missing data

Fruit, vegetable, legume, and nut share was inferred heuristically.

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.
Formulation markers such as letsitiin support a more processed classification.
A long ingredient list (26 ingredients) supports a more processed classification.

Supporting factors

Mandatory field coverage is strong (88%).

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

CategoryPlant-based

Label information quality93/100

Data confidence

Quantity1.5 oz

Ownership

Processing

Very highly processed

Formulation complexity

Environmental signal

NOVA groupNOVA 4

Performance

Nutrition score42/100 · Grade D

Ingredient-level explanation

Whole grain oats, sugar, canola oil, rice flour, pecan pieces, brown sugar syrup, salt, soy lecithin, baking soda, natural flavor.

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 42/100

Weak

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

Strongest area

Label quality

Weakest area

Processing

Data confidence

high

Data confidence

Data confidence 81/100

High reliability

The data is strong and the assessment carries high confidence.

Confidence layer

Category breakdown

How the separate signals line up

The profile is on the weaker side and warrants attention.

Nutrition profile

Weak

42/100

Nutrition score is available, but some inputs were inferred.

Processing

Very highly processed

Processing indicator kept separate from the nutrition score.

Environmental signal

Quite good

72/100

Estimated environmental signal with limited precision.

Label quality

Strong

93/100

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 broad and consistent. The interpretation is likely to remain stable.

Score drivers

What shaped the separate signals

Supports the assessment

Mandatory field coverage is strong (88%).
Impact: medium

Pulls the score down

Declared NOVA group 4 anchors the processing indicator.
Impact: high
Formulation markers such as letsitiin support a more processed classification.
Impact: low
A long ingredient list (26 ingredients) supports a more processed classification.
Impact: low

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, and nutrition panel. Scores stay visible, but weaker evidence is reflected in the confidence dimension.

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Croustisud Chips de pomme de terre bio au paprika

Plant-based. Ingredients: Pommes de terre* (57,7%), huile de tournesol * (35%), fécule de pommes de terre*, sel, paprika* (1,7%), tomate*, oignon*, ail*.. Evidence quality: high

55/100

nutrition score

Well-documented labelStrong evidence coverage

Score summary

Nutrition score

Mixed

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

Strongest: Label qualityWeakest: Processing

Data confidence

91/100

high reliability

Nutrition profile

Mixed

55/100

Nutrition profile

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

Processing

Highly processed

Processing

Affected by ingredient complexity and degree of processing.

Environmental signal

Quite good

66/100

Environmental signal

Affected by packaging, origin, and estimate coverage.

Label quality

Strong

86/100

Label quality

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

high confidence from label, nutrition, and source coverage

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Open Food Facts Canneberge biologique

Plant-based. Evidence quality: medium

73/100

nutrition score

Plant-based

Score summary

Nutrition score

Quite good

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

Strongest: Environmental signalWeakest: Label quality

Data confidence

72/100

medium reliability

Nutrition profile

Quite good

73/100

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

Strong

80/100

Environmental signal

Affected by packaging, origin, and estimate coverage.

Label quality

Quite good

60/100

Label quality

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

Greenfood Goji berries

Plant-based. Ingredients: Baies de Goji.. Evidence quality: high

45/100

nutrition score

Lower processing burdenWell-documented label

Score summary

Nutrition score

Mixed

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

Strongest: ProcessingWeakest: Nutrition profile

Data confidence

88/100

high reliability

Nutrition profile

Mixed

45/100

Nutrition profile

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

Processing

Minimally processed

100

Processing

Affected by ingredient complexity and degree of processing.

Environmental signal

Strong

80/100

Environmental signal

Affected by packaging, origin, and estimate coverage.

Label quality

Strong

86/100

Label quality

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

Nature + CANNEBERGE

Plant-based. Ingredients: Baies de canneberge BIO, Jus de canne évaporé BIO, Huile de tournesol BIO (- de 1%). Evidence quality: high

44/100

nutrition score

Well-documented labelStrong evidence coverage

Score summary

Nutrition score

Weak

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

Strongest: Label qualityWeakest: Processing

Data confidence

87/100

high reliability

Nutrition profile

Weak

44/100

Nutrition profile

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

Processing

Highly processed

Processing

Affected by ingredient complexity and degree of processing.

Environmental signal

Strong

80/100

Environmental signal

Affected by packaging, origin, and estimate coverage.

Label quality

Strong

86/100

Label quality

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

Nature Valley Pecan crunchy granola bars · Nutrisiq

Signal classes

Need attention

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

Uncertain or missing data

Fruit, vegetable, legume, and nut share was inferred heuristically.

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.
Formulation markers such as letsitiin support a more processed classification.
A long ingredient list (26 ingredients) supports a more processed classification.

Supporting factors

Mandatory field coverage is strong (88%).

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

CategoryPlant-based

Label information quality93/100

Data confidence

Quantity1.5 oz

Ownership

Processing

Very highly processed

Formulation complexity

Environmental signal

NOVA groupNOVA 4

Performance

Nutrition score42/100 · Grade D

Ingredient-level explanation

Whole grain oats, sugar, canola oil, rice flour, pecan pieces, brown sugar syrup, salt, soy lecithin, baking soda, natural flavor.

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 42/100

Weak

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

Strongest area

Label quality

Weakest area

Processing

Data confidence

high

Data confidence

Data confidence 81/100

High reliability

The data is strong and the assessment carries high confidence.

Confidence layer

Category breakdown

How the separate signals line up

The profile is on the weaker side and warrants attention.

Nutrition profile

Weak

42/100

Nutrition score is available, but some inputs were inferred.

Processing

Very highly processed

Processing indicator kept separate from the nutrition score.

Environmental signal

Quite good

72/100

Estimated environmental signal with limited precision.

Label quality

Strong

93/100

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

How is the score built?

Open the methodology note

The data is broad and consistent. The interpretation is likely to remain stable.

Score drivers

What shaped the separate signals

Supports the assessment

Mandatory field coverage is strong (88%).
Impact: medium

Pulls the score down

Declared NOVA group 4 anchors the processing indicator.
Impact: high
Formulation markers such as letsitiin support a more processed classification.
Impact: low
A long ingredient list (26 ingredients) supports a more processed classification.
Impact: low

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

Similar options worth comparing

Croustisud Chips de pomme de terre bio au paprika

Plant-based. Ingredients: Pommes de terre* (57,7%), huile de tournesol * (35%), fécule de pommes de terre*, sel, paprika* (1,7%), tomate*, oignon*, ail*.. Evidence quality: high

55/100

nutrition score

Well-documented labelStrong evidence coverage

Score summary

Nutrition score

Mixed

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

Strongest: Label qualityWeakest: Processing

Data confidence

91/100

high reliability

Nutrition profile

Mixed

55/100

Nutrition profile

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

Processing

Highly processed

Processing

Affected by ingredient complexity and degree of processing.

Environmental signal

Quite good

66/100

Environmental signal

Affected by packaging, origin, and estimate coverage.

Label quality

Strong

86/100

Label quality

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

high confidence from label, nutrition, and source coverage

View product

Open Food Facts Canneberge biologique

Plant-based. Evidence quality: medium

73/100

nutrition score

Plant-based

Score summary

Nutrition score

Quite good

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

Strongest: Environmental signalWeakest: Label quality

Data confidence

72/100

medium reliability

Nutrition profile

Quite good

73/100

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

Strong

80/100

Environmental signal

Affected by packaging, origin, and estimate coverage.

Label quality

Quite good

60/100

Label quality

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

Greenfood Goji berries

Plant-based. Ingredients: Baies de Goji.. Evidence quality: high

45/100

nutrition score

Lower processing burdenWell-documented label

Score summary

Nutrition score

Mixed

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

Strongest: ProcessingWeakest: Nutrition profile

Data confidence

88/100

high reliability

Nutrition profile

Mixed

45/100

Nutrition profile

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

Processing

Minimally processed

100

Processing

Affected by ingredient complexity and degree of processing.

Environmental signal

Strong

80/100

Environmental signal

Affected by packaging, origin, and estimate coverage.

Label quality

Strong

86/100

Label quality

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

Nature + CANNEBERGE

Plant-based. Ingredients: Baies de canneberge BIO, Jus de canne évaporé BIO, Huile de tournesol BIO (- de 1%). Evidence quality: high

44/100

nutrition score

Well-documented labelStrong evidence coverage

Score summary

Nutrition score

Weak

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

Strongest: Label qualityWeakest: Processing

Data confidence

87/100

high reliability

Nutrition profile

Weak

44/100

Nutrition profile

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

Processing

Highly processed

Processing

Affected by ingredient complexity and degree of processing.

Environmental signal

Strong

80/100

Environmental signal

Affected by packaging, origin, and estimate coverage.

Label quality

Strong

86/100

Label quality

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

Nature Valley Pecan crunchy granola bars

Nutrient profile

Need attention

Uncertain or missing data

What would improve the assessment

Processing level

Need attention

Label quality

Supporting factors

Uncertain or missing data

Environmental signal

What would improve the assessment

Facts used for scoring

Design

Ownership

Performance

Five-layer evaluation

Nutrition score 42/100

How the separate signals line up

What shaped the separate signals

Similar options worth comparing

Croustisud Chips de pomme de terre bio au paprika

Open Food Facts Canneberge biologique

Greenfood Goji berries

Nature + CANNEBERGE

Nature Valley Pecan crunchy granola bars

Nutrient profile

Need attention

Uncertain or missing data

What would improve the assessment

Processing level

Need attention

Label quality

Supporting factors

Uncertain or missing data

Environmental signal

What would improve the assessment

Facts used for scoring

Design

Ownership

Performance

Five-layer evaluation

Nutrition score 42/100

How the separate signals line up

What shaped the separate signals

Similar options worth comparing

Croustisud Chips de pomme de terre bio au paprika

Open Food Facts Canneberge biologique

Greenfood Goji berries

Nature + CANNEBERGE

What lowers the rating

Ultra-töödeldud toit (NOVA 4)

Lapse vaate riskisignaalid

Ultra-töödeldud profiil (NOVA 4) lapse menüüs