{
  "target_item_id": 27699704,
  "target_title": "Ask HN: Who is hiring? (July 2021)",
  "target_month": "Jul21",
  "target_created_at": "2021-07-01T15:01:17.000Z",
  "data_filename": "data-20210701-go.js",
  "data_path": "/Users/mohannarayanaswamy/git/gohiringtrends/web/data/data-20210701-go.js",
  "html_filename": "july-go.html",
  "html_path": "/Users/mohannarayanaswamy/git/gohiringtrends/web/2021/july-go.html",
  "summary_path": "/Users/mohannarayanaswamy/git/gohiringtrends/web/data/summary-20210701-go.json",
  "items_analyzed": 123,
  "comments_in_item": 879,
  "top_terms": [
    {
      "name": "Remote",
      "metrics": {
        "count": 635,
        "percentage": 72.2412,
        "rank": 1,
        "full_term": "Remote",
        "kind": "Work Attribute",
        "primary_family": "Work Mode",
        "tags": [
          "remote",
          "work-mode",
          "role",
          "location",
          "work-from-home"
        ],
        "count_last_month": 668,
        "count_last_year": 320,
        "rank_last_month": 1,
        "rank_last_year": 1
      }
    },
    {
      "name": "Senior",
      "metrics": {
        "count": 287,
        "percentage": 32.6507,
        "rank": 2,
        "full_term": "Senior",
        "kind": "Work Attribute",
        "primary_family": "Seniority",
        "tags": [
          "senior",
          "seniority",
          "role",
          "experience-level",
          "advanced"
        ],
        "count_last_month": 343,
        "count_last_year": 162,
        "rank_last_month": 2,
        "rank_last_year": 3,
        "rank_change_year": 1
      }
    },
    {
      "name": "Back End",
      "metrics": {
        "count": 261,
        "percentage": 29.6928,
        "rank": 3,
        "full_term": "Back End/alias[Back End|Backend|Back-end|BackEnd]",
        "kind": "Work Attribute",
        "primary_family": "Work Area",
        "tags": [
          "backend",
          "work-area",
          "server-side",
          "architecture"
        ],
        "count_last_month": 306,
        "count_last_year": 155,
        "rank_last_month": 3,
        "rank_last_year": 4,
        "rank_change_year": 1
      }
    },
    {
      "name": "React",
      "metrics": {
        "count": 254,
        "percentage": 28.8965,
        "rank": 4,
        "full_term": "React/js[react]",
        "kind": "Technology",
        "primary_family": "Frontend",
        "tags": [
          "frontend",
          "web",
          "javascript",
          "framework",
          "facebook"
        ],
        "count_last_month": 304,
        "count_last_year": 151,
        "rank_last_month": 4,
        "rank_last_year": 5,
        "rank_change_year": 1
      }
    },
    {
      "name": "Full Stack",
      "metrics": {
        "count": 241,
        "percentage": 27.4175,
        "rank": 5,
        "full_term": "Full Stack/alias[Full Stack|Full-Stack|Fullstack|FullStack]",
        "kind": "Work Attribute",
        "primary_family": "Work Area",
        "tags": [
          "frontend",
          "backend",
          "work-area",
          "fullstack",
          "generalist"
        ],
        "count_last_month": 276,
        "count_last_year": 124,
        "rank_last_month": 5,
        "rank_last_year": 7,
        "rank_change_year": 2
      }
    },
    {
      "name": "Front End",
      "metrics": {
        "count": 234,
        "percentage": 26.6212,
        "rank": 6,
        "full_term": "Front End/alias[Front End|Front-end|Frontend|FrontEnd]",
        "kind": "Work Attribute",
        "primary_family": "Work Area",
        "tags": [
          "frontend",
          "work-area",
          "ui",
          "client-side"
        ],
        "count_last_month": 247,
        "count_last_year": 148,
        "rank_last_month": 6,
        "rank_last_year": 6
      }
    },
    {
      "name": "Onsite",
      "metrics": {
        "count": 205,
        "percentage": 23.322,
        "rank": 7,
        "full_term": "Onsite/alias[Onsite|On-site]",
        "kind": "Work Attribute",
        "primary_family": "Work Mode",
        "tags": [
          "onsite",
          "work-mode",
          "role",
          "location",
          "office"
        ],
        "count_last_month": 238,
        "count_last_year": 203,
        "rank_last_month": 7,
        "rank_last_year": 2,
        "rank_change_year": -5
      }
    },
    {
      "name": "Python",
      "metrics": {
        "count": 177,
        "percentage": 20.1365,
        "rank": 8,
        "full_term": "Python",
        "kind": "Technology",
        "primary_family": "Language",
        "tags": [
          "language",
          "backend",
          "ml",
          "data",
          "data-science",
          "ai"
        ],
        "count_last_month": 189,
        "count_last_year": 101,
        "rank_last_month": 8,
        "rank_last_year": 8
      }
    },
    {
      "name": "AWS",
      "metrics": {
        "count": 140,
        "percentage": 15.9272,
        "rank": 9,
        "full_term": "AWS",
        "kind": "Technology",
        "primary_family": "Cloud",
        "tags": [
          "cloud",
          "cloud-provider",
          "infrastructure",
          "amazon"
        ],
        "count_last_month": 166,
        "count_last_year": 80,
        "rank_last_month": 9,
        "rank_last_year": 9
      }
    },
    {
      "name": "TypeScript",
      "metrics": {
        "count": 125,
        "percentage": 14.2207,
        "rank": 10,
        "full_term": "TypeScript",
        "kind": "Technology",
        "primary_family": "Language",
        "tags": [
          "language",
          "frontend",
          "backend",
          "javascript",
          "javascript-superset"
        ],
        "count_last_month": 151,
        "count_last_year": 63,
        "rank_last_month": 10,
        "rank_last_year": 12,
        "rank_change_year": 2
      }
    },
    {
      "name": "PostgreSQL",
      "metrics": {
        "count": 120,
        "percentage": 13.6519,
        "rank": 11,
        "full_term": "PostgreSQL/alias[PostgreSQL|postgres|postgresql]",
        "kind": "Technology",
        "primary_family": "Database",
        "tags": [
          "database",
          "sql",
          "storage",
          "backend",
          "relational",
          "open-source"
        ],
        "count_last_month": 125,
        "count_last_year": 74,
        "rank_last_month": 12,
        "rank_last_year": 10,
        "rank_change_month": 1,
        "rank_change_year": -1
      }
    },
    {
      "name": "Node.js",
      "metrics": {
        "count": 118,
        "percentage": 13.4243,
        "rank": 12,
        "full_term": "Node.js/js[node]",
        "kind": "Technology",
        "primary_family": "Backend",
        "tags": [
          "backend",
          "javascript",
          "runtime",
          "v8"
        ],
        "count_last_month": 125,
        "count_last_year": 60,
        "rank_last_month": 11,
        "rank_last_year": 14,
        "rank_change_month": -1,
        "rank_change_year": 2
      }
    },
    {
      "name": "Machine Learning",
      "metrics": {
        "count": 106,
        "percentage": 12.0592,
        "rank": 13,
        "full_term": "Machine Learning/alias[Machine Learning|ML]",
        "kind": "Technology",
        "primary_family": "AI / Machine Learning",
        "tags": [
          "ai",
          "ml",
          "data-science",
          "algorithms"
        ],
        "count_last_month": 106,
        "count_last_year": 69,
        "rank_last_month": 14,
        "rank_last_year": 11,
        "rank_change_month": 1,
        "rank_change_year": -2
      }
    },
    {
      "name": "Cloud",
      "metrics": {
        "count": 105,
        "percentage": 11.9454,
        "rank": 14,
        "full_term": "Cloud",
        "kind": "Technology",
        "primary_family": "Cloud",
        "tags": [
          "cloud",
          "infrastructure",
          "hosting"
        ],
        "count_last_month": 123,
        "count_last_year": 58,
        "rank_last_month": 13,
        "rank_last_year": 15,
        "rank_change_month": -1,
        "rank_change_year": 1
      }
    },
    {
      "name": "Go",
      "metrics": {
        "count": 93,
        "percentage": 10.5802,
        "rank": 15,
        "full_term": "Go/alias[Golang]",
        "kind": "Technology",
        "primary_family": "Language",
        "tags": [
          "language",
          "backend",
          "systems",
          "cloud",
          "google"
        ],
        "count_last_month": 92,
        "count_last_year": 41,
        "rank_last_month": 15,
        "rank_last_year": 21,
        "rank_change_year": 6
      }
    },
    {
      "name": "DevOps",
      "metrics": {
        "count": 86,
        "percentage": 9.7838,
        "rank": 16,
        "full_term": "DevOps",
        "kind": "Work Attribute",
        "primary_family": "Work Area",
        "tags": [
          "devops",
          "infrastructure",
          "work-area",
          "culture",
          "automation"
        ],
        "count_last_month": 83,
        "count_last_year": 51,
        "rank_last_month": 17,
        "rank_last_year": 17,
        "rank_change_month": 1,
        "rank_change_year": 1
      }
    },
    {
      "name": "JavaScript",
      "metrics": {
        "count": 75,
        "percentage": 8.5324,
        "rank": 17,
        "full_term": "JavaScript",
        "kind": "Technology",
        "primary_family": "Language",
        "tags": [
          "language",
          "frontend",
          "backend",
          "web"
        ],
        "count_last_month": 75,
        "count_last_year": 60,
        "rank_last_month": 20,
        "rank_last_year": 13,
        "rank_change_month": 3,
        "rank_change_year": -4
      }
    },
    {
      "name": "Kubernetes",
      "metrics": {
        "count": 73,
        "percentage": 8.3049,
        "rank": 18,
        "full_term": "Kubernetes",
        "kind": "Technology",
        "primary_family": "Infrastructure",
        "tags": [
          "kubernetes",
          "container",
          "orchestration",
          "distributed",
          "sre",
          "cloud",
          "devops",
          "containers",
          "cncf"
        ],
        "count_last_month": 87,
        "count_last_year": 31,
        "rank_last_month": 16,
        "rank_last_year": 30,
        "rank_change_month": -2,
        "rank_change_year": 12
      }
    },
    {
      "name": "Security",
      "metrics": {
        "count": 73,
        "percentage": 8.3049,
        "rank": 19,
        "full_term": "Security",
        "kind": "Technology",
        "primary_family": "Security",
        "tags": [
          "security",
          "infosec",
          "cybersecurity"
        ],
        "count_last_month": 82,
        "count_last_year": 58,
        "rank_last_month": 18,
        "rank_last_year": 16,
        "rank_change_month": -1,
        "rank_change_year": -3
      }
    },
    {
      "name": "Ruby",
      "metrics": {
        "count": 70,
        "percentage": 7.9636,
        "rank": 20,
        "full_term": "Ruby",
        "kind": "Technology",
        "primary_family": "Language",
        "tags": [
          "language",
          "backend",
          "web",
          "scripting"
        ],
        "count_last_month": 74,
        "count_last_year": 44,
        "rank_last_month": 21,
        "rank_last_year": 18,
        "rank_change_month": 1,
        "rank_change_year": -2
      }
    }
  ],
  "gainers": [
    {
      "name": "TimescaleDB",
      "metrics": {
        "count": 5,
        "percentage": 0.5688,
        "rank": 140,
        "full_term": "TimescaleDB",
        "kind": "Technology",
        "primary_family": "Database",
        "tags": [
          "database",
          "time-series",
          "postgresql",
          "storage",
          "sql"
        ],
        "count_last_month": 6,
        "rank_last_month": 132,
        "rank_last_year": 471,
        "rank_change_month": -8,
        "rank_change_year": 331
      }
    },
    {
      "name": "Scrum",
      "metrics": {
        "count": 6,
        "percentage": 0.6826,
        "rank": 120,
        "full_term": "Scrum",
        "kind": "Process",
        "primary_family": "Methodology",
        "tags": [
          "process",
          "agile",
          "methodology",
          "management",
          "framework"
        ],
        "count_last_month": 8,
        "rank_last_month": 107,
        "rank_last_year": 447,
        "rank_change_month": -13,
        "rank_change_year": 327
      }
    },
    {
      "name": "Shell",
      "metrics": {
        "count": 5,
        "percentage": 0.5688,
        "rank": 137,
        "full_term": "Shell",
        "kind": "Technology",
        "primary_family": "Language",
        "tags": [
          "language",
          "scripting",
          "systems",
          "cli",
          "linux"
        ],
        "count_last_month": 4,
        "rank_last_month": 162,
        "rank_last_year": 454,
        "rank_change_month": 25,
        "rank_change_year": 317
      }
    },
    {
      "name": "IaC",
      "metrics": {
        "count": 8,
        "percentage": 0.9101,
        "rank": 97,
        "full_term": "IaC/alias[IaC|Infrastructure as Code|Infrastructure-as-Code]",
        "kind": "Technology",
        "primary_family": "Infrastructure",
        "tags": [
          "iac",
          "infrastructure",
          "devops",
          "infrastructure-as-code",
          "automation"
        ],
        "count_last_month": 8,
        "rank_last_month": 103,
        "rank_last_year": 363,
        "rank_change_month": 6,
        "rank_change_year": 266
      }
    },
    {
      "name": "S3",
      "metrics": {
        "count": 11,
        "percentage": 1.2514,
        "rank": 90,
        "full_term": "S3",
        "kind": "Technology",
        "primary_family": "Storage",
        "tags": [
          "cloud",
          "storage",
          "object-storage",
          "aws"
        ],
        "count_last_month": 7,
        "count_last_year": 1,
        "rank_last_month": 116,
        "rank_last_year": 232,
        "rank_change_month": 26,
        "rank_change_year": 142
      }
    },
    {
      "name": "RDS",
      "metrics": {
        "count": 11,
        "percentage": 1.2514,
        "rank": 89,
        "full_term": "RDS",
        "kind": "Technology",
        "primary_family": "Database",
        "tags": [
          "database",
          "sql",
          "cloud",
          "aws",
          "storage",
          "relational"
        ],
        "count_last_month": 10,
        "count_last_year": 1,
        "rank_last_month": 95,
        "rank_last_year": 230,
        "rank_change_month": 6,
        "rank_change_year": 141
      }
    },
    {
      "name": "Platform Engineering",
      "metrics": {
        "count": 8,
        "percentage": 0.9101,
        "rank": 101,
        "full_term": "Platform Engineering/alias[Platform Engineering|PlatformEngineering]",
        "kind": "Technology",
        "primary_family": "Platform Engineering",
        "tags": [
          "platform-engineering",
          "infrastructure",
          "developer-platform",
          "devops",
          "platform",
          "developer-experience"
        ],
        "count_last_month": 6,
        "count_last_year": 1,
        "rank_last_month": 129,
        "rank_last_year": 229,
        "rank_change_month": 28,
        "rank_change_year": 128
      }
    },
    {
      "name": "Snowflake",
      "metrics": {
        "count": 6,
        "percentage": 0.6826,
        "rank": 121,
        "full_term": "Snowflake",
        "kind": "Technology",
        "primary_family": "Database",
        "tags": [
          "database",
          "warehouse",
          "cloud",
          "analytics",
          "storage",
          "data",
          "data-warehouse"
        ],
        "count_last_month": 4,
        "count_last_year": 1,
        "rank_last_month": 163,
        "rank_last_year": 235,
        "rank_change_month": 42,
        "rank_change_year": 114
      }
    },
    {
      "name": "VR",
      "metrics": {
        "count": 5,
        "percentage": 0.5688,
        "rank": 141,
        "full_term": "VR/alias[VR|Virtual Reality]",
        "kind": "Technology",
        "primary_family": "Frontend",
        "tags": [
          "ar-vr",
          "graphics",
          "frontend",
          "vr",
          "virtual-reality",
          "xr"
        ],
        "count_last_month": 5,
        "count_last_year": 1,
        "rank_last_month": 148,
        "rank_last_year": 245,
        "rank_change_month": 7,
        "rank_change_year": 104
      }
    },
    {
      "name": "Web Services",
      "metrics": {
        "count": 5,
        "percentage": 0.5688,
        "rank": 142,
        "full_term": "Web Services/alias[Web Services|WebServices]",
        "kind": "Technology",
        "primary_family": "Backend",
        "tags": [
          "backend",
          "api",
          "web",
          "integration"
        ],
        "count_last_month": 8,
        "count_last_year": 1,
        "rank_last_month": 108,
        "rank_last_year": 246,
        "rank_change_month": -34,
        "rank_change_year": 104
      }
    }
  ],
  "losers": [
    {
      "name": "Big Data",
      "metrics": {
        "count": 5,
        "percentage": 0.5688,
        "rank": 126,
        "full_term": "Big Data/alias[Big Data|BigData]",
        "kind": "Technology",
        "primary_family": "Data Engineering",
        "tags": [
          "data-engineering",
          "distributed",
          "processing",
          "data",
          "analytics",
          "scale"
        ],
        "count_last_month": 7,
        "count_last_year": 11,
        "rank_last_month": 112,
        "rank_last_year": 63,
        "rank_change_month": -14,
        "rank_change_year": -63
      }
    },
    {
      "name": "Scala",
      "metrics": {
        "count": 14,
        "percentage": 1.5927,
        "rank": 79,
        "full_term": "Scala",
        "kind": "Technology",
        "primary_family": "Language",
        "tags": [
          "language",
          "backend",
          "jvm",
          "data-engineering",
          "functional"
        ],
        "count_last_month": 20,
        "count_last_year": 24,
        "rank_last_month": 68,
        "rank_last_year": 35,
        "rank_change_month": -11,
        "rank_change_year": -44
      }
    },
    {
      "name": "TensorFlow",
      "metrics": {
        "count": 8,
        "percentage": 0.9101,
        "rank": 104,
        "full_term": "TensorFlow",
        "kind": "Technology",
        "primary_family": "AI / Machine Learning",
        "tags": [
          "ai",
          "ml",
          "deep-learning",
          "google"
        ],
        "count_last_month": 9,
        "count_last_year": 12,
        "rank_last_month": 101,
        "rank_last_year": 61,
        "rank_change_month": -3,
        "rank_change_year": -43
      }
    },
    {
      "name": "Bitcoin",
      "metrics": {
        "count": 5,
        "percentage": 0.5688,
        "rank": 127,
        "full_term": "Bitcoin",
        "kind": "Technology",
        "primary_family": "Distributed Systems",
        "tags": [
          "distributed",
          "crypto",
          "web3",
          "blockchain",
          "cryptocurrency"
        ],
        "count_last_month": 3,
        "count_last_year": 6,
        "rank_last_month": 167,
        "rank_last_year": 91,
        "rank_change_month": 40,
        "rank_change_year": -36
      }
    },
    {
      "name": "Distributed Systems",
      "metrics": {
        "count": 13,
        "percentage": 1.479,
        "rank": 80,
        "full_term": "Distributed Systems/alias[Distributed Systems|DistributedSystems]",
        "kind": "Technology",
        "primary_family": "Distributed Systems",
        "tags": [
          "distributed",
          "backend",
          "infrastructure",
          "architecture",
          "scalability"
        ],
        "count_last_month": 17,
        "count_last_year": 15,
        "rank_last_month": 74,
        "rank_last_year": 52,
        "rank_change_month": -6,
        "rank_change_year": -28
      }
    },
    {
      "name": "Heroku",
      "metrics": {
        "count": 13,
        "percentage": 1.479,
        "rank": 82,
        "full_term": "Heroku",
        "kind": "Technology",
        "primary_family": "Cloud",
        "tags": [
          "cloud",
          "paas",
          "backend",
          "hosting",
          "deployment"
        ],
        "count_last_month": 13,
        "count_last_year": 14,
        "rank_last_month": 84,
        "rank_last_year": 54,
        "rank_change_month": 2,
        "rank_change_year": -28
      }
    },
    {
      "name": "Clojure",
      "metrics": {
        "count": 7,
        "percentage": 0.7964,
        "rank": 107,
        "full_term": "Clojure",
        "kind": "Technology",
        "primary_family": "Language",
        "tags": [
          "language",
          "backend",
          "jvm",
          "functional",
          "lisp"
        ],
        "count_last_month": 17,
        "count_last_year": 8,
        "rank_last_month": 73,
        "rank_last_year": 80,
        "rank_change_month": -34,
        "rank_change_year": -27
      }
    },
    {
      "name": "Ansible",
      "metrics": {
        "count": 11,
        "percentage": 1.2514,
        "rank": 87,
        "full_term": "Ansible",
        "kind": "Technology",
        "primary_family": "Infrastructure",
        "tags": [
          "infrastructure",
          "automation",
          "devops",
          "configuration",
          "redhat"
        ],
        "count_last_month": 16,
        "count_last_year": 11,
        "rank_last_month": 79,
        "rank_last_year": 62,
        "rank_change_month": -8,
        "rank_change_year": -25
      }
    },
    {
      "name": "Deep Learning",
      "metrics": {
        "count": 16,
        "percentage": 1.8203,
        "rank": 71,
        "full_term": "Deep Learning",
        "kind": "Technology",
        "primary_family": "AI / Machine Learning",
        "tags": [
          "ai",
          "ml",
          "deep-learning",
          "neural-networks"
        ],
        "count_last_month": 20,
        "count_last_year": 16,
        "rank_last_month": 65,
        "rank_last_year": 48,
        "rank_change_month": -6,
        "rank_change_year": -23
      }
    },
    {
      "name": "GPU",
      "metrics": {
        "count": 6,
        "percentage": 0.6826,
        "rank": 116,
        "full_term": "GPU/alias[GPU|GPUs]",
        "kind": "Technology",
        "primary_family": "Processing",
        "tags": [
          "processing",
          "hardware",
          "ml",
          "hpc",
          "compute",
          "ai",
          "graphics"
        ],
        "count_last_month": 7,
        "count_last_year": 6,
        "rank_last_month": 113,
        "rank_last_year": 93,
        "rank_change_month": -3,
        "rank_change_year": -23
      }
    }
  ]
}