Towards Data Science

← Back to Towards Data Science See how to improve →

(https://towardsdatascience.com) 📸 Data Snapshot: May 24, 2026

Identity & Authority — The Lens

Inspect the JSON-LD. Is there an Organization or Person schema, and does it carry sameAs links to real external profiles (LinkedIn, socials)? Missing schema or no identity declaration signals an anonymous entity.

Pillar: Identity & Authority Analysis Diagnosis: Expert Verifiability & Schema Depth

Identity & Authority Expert verifiability & Schema depth.

14 Impact Weight: 15 / 100

93% Reputation

Diagnosis: Authority Gaps

The identity and authority structure is robust. Schema JSON-LD includes Organization properties and sameAs links to verified social profiles on LinkedIn, YouTube, and X. While the provided data shows a minor gap in Person schema for the individual authors (they are named but not structured as separate entities in the snippet), the editorial authority is firmly established through clear bylines and niche expertise.

Evidence: Performance vs. Claims

There is no disconnect between marketing tone and demonstration. Bold claims about production AI (‘Why Your AI Demo Will Die in Production’) are followed by specific architectural discussions about RAG, token-burn problems, and Operations Research, proving that the site demonstrates exactly what it markets.

Identity & Authority is read from the structured data first: whether the site declares who it is in machine-readable schema, with verifiable identity links. Below is the schema captured per page, then the external proof links that support (or fail to support) that identity.

🔗 Identity & Technical Layer — schema JSON-LD: identity chains, entity gaps

Homepage schema

{
    "@context": "https://schema.org",
    "@graph": [
        {
            "@type": "WebPage",
            "@id": "https://towardsdatascience.com/",
            "url": "https://towardsdatascience.com/",
            "name": "Towards Data Science",
            "isPartOf": {
                "@id": "https://towardsdatascience.com/#website"
            },
            "about": {
                "@id": "https://towardsdatascience.com/#organization"
            },
            "datePublished": "2024-08-29T10:18:59+00:00",
            "dateModified": "2025-06-18T14:50:39+00:00",
            "description": "Your home for data science and AI. The world’s leading publication for data science, data analytics, data engineering, machine learning, and artificial intelligence professionals.",
            "breadcrumb": {
                "@id": "https://towardsdatascience.com/#breadcrumb"
            },
            "inLanguage": "en-US",
            "potentialAction": [
                {
                    "@type": "ReadAction",
                    "target": [
                        "https://towardsdatascience.com/"
                    ]
                }
            ]
        },
        {
            "@type": "BreadcrumbList",
            "@id": "https://towardsdatascience.com/#breadcrumb",
            "itemListElement": [
                {
                    "@type": "ListItem",
                    "position": 1,
                    "name": "Home"
                }
            ]
        },
        {
            "@type": "WebSite",
            "@id": "https://towardsdatascience.com/#website",
            "url": "https://towardsdatascience.com/",
            "name": "Towards Data Science",
            "description": "Publish AI, ML & data-science insights to a global community of data professionals.",
            "publisher": {
                "@id": "https://towardsdatascience.com/#organization"
            },
            "alternateName": "TDS",
            "potentialAction": [
                {
                    "@type": "SearchAction",
                    "target": {
                        "@type": "EntryPoint",
                        "urlTemplate": "https://towardsdatascience.com/?s={search_term_string}"
                    },
                    "query-input": {
                        "@type": "PropertyValueSpecification",
                        "valueRequired": true,
                        "valueName": "search_term_string"
                    }
                }
            ],
            "inLanguage": "en-US"
        },
        {
            "@type": "Organization",
            "@id": "https://towardsdatascience.com/#organization",
            "name": "Towards Data Science",
            "alternateName": "TDS",
            "url": "https://towardsdatascience.com/",
            "logo": {
                "@type": "ImageObject",
                "inLanguage": "en-US",
                "@id": "https://towardsdatascience.com/#/schema/logo/image/",
                "url": "https://towardsdatascience.com/wp-content/uploads/2025/02/tds-logo.jpg",
                "contentUrl": "https://towardsdatascience.com/wp-content/uploads/2025/02/tds-logo.jpg",
                "width": 696,
                "height": 696,
                "caption": "Towards Data Science"
            },
            "image": {
                "@id": "https://towardsdatascience.com/#/schema/logo/image/"
            },
            "sameAs": [
                "https://x.com/TDataScience",
                "https://www.youtube.com/c/TowardsDataScience",
                "https://www.linkedin.com/company/towards-data-science/"
            ]
        }
    ]
}

/category/artificial-intelligence/agentic-ai/

{
    "@context": "https://schema.org",
    "@graph": [
        {
            "@type": "CollectionPage",
            "@id": "https://towardsdatascience.com/category/artificial-intelligence/agentic-ai/",
            "url": "https://towardsdatascience.com/category/artificial-intelligence/agentic-ai/",
            "name": "Agentic AI | Towards Data Science",
            "isPartOf": {
                "@id": "https://towardsdatascience.com/#website"
            },
            "primaryImageOfPage": {
                "@id": "https://towardsdatascience.com/category/artificial-intelligence/agentic-ai/#primaryimage"
            },
            "image": {
                "@id": "https://towardsdatascience.com/category/artificial-intelligence/agentic-ai/#primaryimage"
            },
            "thumbnailUrl": "https://towardsdatascience.com/wp-content/uploads/2026/05/mohamed-nohassi-9Ge8ngH6JeQ-unsplash-scaled-1.jpg",
            "description": "Read articles about Agentic AI on Towards Data Science - the world’s leading publication for data science, data analytics, data engineering, machine learning, and artificial intelligence professionals.",
            "breadcrumb": {
                "@id": "https://towardsdatascience.com/category/artificial-intelligence/agentic-ai/#breadcrumb"
            },
            "inLanguage": "en-US"
        },
        {
            "@type": "ImageObject",
            "inLanguage": "en-US",
            "@id": "https://towardsdatascience.com/category/artificial-intelligence/agentic-ai/#primaryimage",
            "url": "https://towardsdatascience.com/wp-content/uploads/2026/05/mohamed-nohassi-9Ge8ngH6JeQ-unsplash-scaled-1.jpg",
            "contentUrl": "https://towardsdatascience.com/wp-content/uploads/2026/05/mohamed-nohassi-9Ge8ngH6JeQ-unsplash-scaled-1.jpg",
            "width": 2134,
            "height": 2560,
            "caption": "Image by Mohamed Nohassi via Unsplash"
        },
        {
            "@type": "BreadcrumbList",
            "@id": "https://towardsdatascience.com/category/artificial-intelligence/agentic-ai/#breadcrumb",
            "itemListElement": [
                {
                    "@type": "ListItem",
                    "position": 1,
                    "name": "Home",
                    "item": "https://towardsdatascience.com/"
                },
                {
                    "@type": "ListItem",
                    "position": 2,
                    "name": "Artificial Intelligence",
                    "item": "https://towardsdatascience.com/category/artificial-intelligence/"
                },
                {
                    "@type": "ListItem",
                    "position": 3,
                    "name": "Agentic AI"
                }
            ]
        },
        {
            "@type": "WebSite",
            "@id": "https://towardsdatascience.com/#website",
            "url": "https://towardsdatascience.com/",
            "name": "Towards Data Science",
            "description": "Publish AI, ML & data-science insights to a global community of data professionals.",
            "publisher": {
                "@id": "https://towardsdatascience.com/#organization"
            },
            "alternateName": "TDS",
            "potentialAction": [
                {
                    "@type": "SearchAction",
                    "target": {
                        "@type": "EntryPoint",
                        "urlTemplate": "https://towardsdatascience.com/?s={search_term_string}"
                    },
                    "query-input": {
                        "@type": "PropertyValueSpecification",
                        "valueRequired": true,
                        "valueName": "search_term_string"
                    }
                }
            ],
            "inLanguage": "en-US"
        },
        {
            "@type": "Organization",
            "@id": "https://towardsdatascience.com/#organization",
            "name": "Towards Data Science",
            "alternateName": "TDS",
            "url": "https://towardsdatascience.com/",
            "logo": {
                "@type": "ImageObject",
                "inLanguage": "en-US",
                "@id": "https://towardsdatascience.com/#/schema/logo/image/",
                "url": "https://towardsdatascience.com/wp-content/uploads/2025/02/tds-logo.jpg",
                "contentUrl": "https://towardsdatascience.com/wp-content/uploads/2025/02/tds-logo.jpg",
                "width": 696,
                "height": 696,
                "caption": "Towards Data Science"
            },
            "image": {
                "@id": "https://towardsdatascience.com/#/schema/logo/image/"
            },
            "sameAs": [
                "https://x.com/TDataScience",
                "https://www.youtube.com/c/TowardsDataScience",
                "https://www.linkedin.com/company/towards-data-science/"
            ]
        }
    ]
}

/category/artificial-intelligence/

{
    "@context": "https://schema.org",
    "@graph": [
        {
            "@type": "CollectionPage",
            "@id": "https://towardsdatascience.com/category/artificial-intelligence/",
            "url": "https://towardsdatascience.com/category/artificial-intelligence/",
            "name": "Artificial Intelligence | Towards Data Science",
            "isPartOf": {
                "@id": "https://towardsdatascience.com/#website"
            },
            "primaryImageOfPage": {
                "@id": "https://towardsdatascience.com/category/artificial-intelligence/#primaryimage"
            },
            "image": {
                "@id": "https://towardsdatascience.com/category/artificial-intelligence/#primaryimage"
            },
            "thumbnailUrl": "https://towardsdatascience.com/wp-content/uploads/2026/05/mohamed-nohassi-9Ge8ngH6JeQ-unsplash-scaled-1.jpg",
            "description": "Read articles about Artificial Intelligence on Towards Data Science - the world’s leading publication for data science, data analytics, data engineering, machine learning, and artificial intelligence professionals.",
            "breadcrumb": {
                "@id": "https://towardsdatascience.com/category/artificial-intelligence/#breadcrumb"
            },
            "inLanguage": "en-US"
        },
        {
            "@type": "ImageObject",
            "inLanguage": "en-US",
            "@id": "https://towardsdatascience.com/category/artificial-intelligence/#primaryimage",
            "url": "https://towardsdatascience.com/wp-content/uploads/2026/05/mohamed-nohassi-9Ge8ngH6JeQ-unsplash-scaled-1.jpg",
            "contentUrl": "https://towardsdatascience.com/wp-content/uploads/2026/05/mohamed-nohassi-9Ge8ngH6JeQ-unsplash-scaled-1.jpg",
            "width": 2134,
            "height": 2560,
            "caption": "Image by Mohamed Nohassi via Unsplash"
        },
        {
            "@type": "BreadcrumbList",
            "@id": "https://towardsdatascience.com/category/artificial-intelligence/#breadcrumb",
            "itemListElement": [
                {
                    "@type": "ListItem",
                    "position": 1,
                    "name": "Home",
                    "item": "https://towardsdatascience.com/"
                },
                {
                    "@type": "ListItem",
                    "position": 2,
                    "name": "Artificial Intelligence"
                }
            ]
        },
        {
            "@type": "WebSite",
            "@id": "https://towardsdatascience.com/#website",
            "url": "https://towardsdatascience.com/",
            "name": "Towards Data Science",
            "description": "Publish AI, ML & data-science insights to a global community of data professionals.",
            "publisher": {
                "@id": "https://towardsdatascience.com/#organization"
            },
            "alternateName": "TDS",
            "potentialAction": [
                {
                    "@type": "SearchAction",
                    "target": {
                        "@type": "EntryPoint",
                        "urlTemplate": "https://towardsdatascience.com/?s={search_term_string}"
                    },
                    "query-input": {
                        "@type": "PropertyValueSpecification",
                        "valueRequired": true,
                        "valueName": "search_term_string"
                    }
                }
            ],
            "inLanguage": "en-US"
        },
        {
            "@type": "Organization",
            "@id": "https://towardsdatascience.com/#organization",
            "name": "Towards Data Science",
            "alternateName": "TDS",
            "url": "https://towardsdatascience.com/",
            "logo": {
                "@type": "ImageObject",
                "inLanguage": "en-US",
                "@id": "https://towardsdatascience.com/#/schema/logo/image/",
                "url": "https://towardsdatascience.com/wp-content/uploads/2025/02/tds-logo.jpg",
                "contentUrl": "https://towardsdatascience.com/wp-content/uploads/2025/02/tds-logo.jpg",
                "width": 696,
                "height": 696,
                "caption": "Towards Data Science"
            },
            "image": {
                "@id": "https://towardsdatascience.com/#/schema/logo/image/"
            },
            "sameAs": [
                "https://x.com/TDataScience",
                "https://www.youtube.com/c/TowardsDataScience",
                "https://www.linkedin.com/company/towards-data-science/"
            ]
        }
    ]
}

/category/artificial-intelligence/large-language-models/

{
    "@context": "https://schema.org",
    "@graph": [
        {
            "@type": "CollectionPage",
            "@id": "https://towardsdatascience.com/category/artificial-intelligence/large-language-models/",
            "url": "https://towardsdatascience.com/category/artificial-intelligence/large-language-models/",
            "name": "Large Language Models | Towards Data Science",
            "isPartOf": {
                "@id": "https://towardsdatascience.com/#website"
            },
            "primaryImageOfPage": {
                "@id": "https://towardsdatascience.com/category/artificial-intelligence/large-language-models/#primaryimage"
            },
            "image": {
                "@id": "https://towardsdatascience.com/category/artificial-intelligence/large-language-models/#primaryimage"
            },
            "thumbnailUrl": "https://towardsdatascience.com/wp-content/uploads/2026/05/enterprise_document_intelligence_rag_series_overview.jpg",
            "description": "Read articles about Large Language Models on Towards Data Science - the world’s leading publication for data science, data analytics, data engineering, machine learning, and artificial intelligence professionals.",
            "breadcrumb": {
                "@id": "https://towardsdatascience.com/category/artificial-intelligence/large-language-models/#breadcrumb"
            },
            "inLanguage": "en-US"
        },
        {
            "@type": "ImageObject",
            "inLanguage": "en-US",
            "@id": "https://towardsdatascience.com/category/artificial-intelligence/large-language-models/#primaryimage",
            "url": "https://towardsdatascience.com/wp-content/uploads/2026/05/enterprise_document_intelligence_rag_series_overview.jpg",
            "contentUrl": "https://towardsdatascience.com/wp-content/uploads/2026/05/enterprise_document_intelligence_rag_series_overview.jpg",
            "width": 1200,
            "height": 630
        },
        {
            "@type": "BreadcrumbList",
            "@id": "https://towardsdatascience.com/category/artificial-intelligence/large-language-models/#breadcrumb",
            "itemListElement": [
                {
                    "@type": "ListItem",
                    "position": 1,
                    "name": "Home",
                    "item": "https://towardsdatascience.com/"
                },
                {
                    "@type": "ListItem",
                    "position": 2,
                    "name": "Artificial Intelligence",
                    "item": "https://towardsdatascience.com/category/artificial-intelligence/"
                },
                {
                    "@type": "ListItem",
                    "position": 3,
                    "name": "Large Language Models"
                }
            ]
        },
        {
            "@type": "WebSite",
            "@id": "https://towardsdatascience.com/#website",
            "url": "https://towardsdatascience.com/",
            "name": "Towards Data Science",
            "description": "Publish AI, ML & data-science insights to a global community of data professionals.",
            "publisher": {
                "@id": "https://towardsdatascience.com/#organization"
            },
            "alternateName": "TDS",
            "potentialAction": [
                {
                    "@type": "SearchAction",
                    "target": {
                        "@type": "EntryPoint",
                        "urlTemplate": "https://towardsdatascience.com/?s={search_term_string}"
                    },
                    "query-input": {
                        "@type": "PropertyValueSpecification",
                        "valueRequired": true,
                        "valueName": "search_term_string"
                    }
                }
            ],
            "inLanguage": "en-US"
        },
        {
            "@type": "Organization",
            "@id": "https://towardsdatascience.com/#organization",
            "name": "Towards Data Science",
            "alternateName": "TDS",
            "url": "https://towardsdatascience.com/",
            "logo": {
                "@type": "ImageObject",
                "inLanguage": "en-US",
                "@id": "https://towardsdatascience.com/#/schema/logo/image/",
                "url": "https://towardsdatascience.com/wp-content/uploads/2025/02/tds-logo.jpg",
                "contentUrl": "https://towardsdatascience.com/wp-content/uploads/2025/02/tds-logo.jpg",
                "width": 696,
                "height": 696,
                "caption": "Towards Data Science"
            },
            "image": {
                "@id": "https://towardsdatascience.com/#/schema/logo/image/"
            },
            "sameAs": [
                "https://x.com/TDataScience",
                "https://www.youtube.com/c/TowardsDataScience",
                "https://www.linkedin.com/company/towards-data-science/"
            ]
        }
    ]
}

🛡️ Trust Signals — external proof links that back the declared identity

10Review mentions (all pages)

0External proof links (all pages)

Page	Reviews	Proof links
/ (home)	3	0
/category/artificial-intelligence/agentic-ai/	2	0
/category/artificial-intelligence/	3	0
/category/artificial-intelligence/large-language-models/	2	0

Explore the other reputation pillars for Towards Data Science

Information Density → Semantic Coherence → Trust & Proof → Commodity Fingerprint →

Analysis Disclosure & Source Attribution

This page presents a snapshot of public data from Towards Data Science, captured on May 24, 2026, to show how machine logic reads Identity & Authority signals into an AI reputation evaluation.

Purpose: This data is presented under “Fair Use” for the purpose of independent signal analysis, allowing readers to see the raw signals behind the reputation score.

Notice to Towards Data Science: This analysis is part of a non-adversarial audit conducted by 1 Euro SEO. The results are intended as professional feedback to help improve any website’s machine-readability and authority signals. The evaluation is free, and any company can request a fresh audit at any time.

Any company can use the insights for free and improve its voice. When a company has updated its content, it can always submit a new audit request, which will be reflected in a new current score.

To all users: You are encouraged to visit the live site at https://towardsdatascience.com to view the most current version of its content and see directly what this company is about and what it offers.

Identity & Authority: Towards Data Science – Signal Evidence & AI Readability

Towards Data Science