Experiment with company desc SIC code mapping

[india-kerle]

I compared our current approach with the human-in-the-loop LLM labelled SIC codes for 85 and found that:

1. 27% of SIC matches are bad. These include:

company_description	eval_sic_code	eval_sic_desc	sic_code	sic_description	sic_code_quality - [2- good, 1-ok, 0-bad]
Looking for Sales Manager jobs in London and keen on working in sustainability. A unique SaaS start-up working in environmental investment are looking for a driven Sales Manager to join their growing team. An invaluable opportunity to work within the sustainable and socially responsible investment finance industry Looking for sales management jobs in London and for the next step in your Business Development career.	6201	Computer programming activities	192	Manufacture of refined petroleum products	0
We have a fantastic opportunity for a Project Manager based in the North Wales and Chester area to work for our new client Scottish Power.	3511	Electric power generation, transmission and distribution	411	Development of building projects	0
A highly innovative Blockchain SAAS platform are using the latest innovations in technology to trace conflict materials, assist in preventing child labour and track sustainability within the manufacturing industry.	6201	Computer programming activities	261	Manufacture of electronic components and boards	0
Orbis is a shared services partnership between East Sussex County Council, Surrey County Council and Brighton and Hove City Council.	8411	General public administration activities	43910	Roofing activities	0
Background The Independent Parliamentary Standards Authority (IPSA) is the independent body created by Parliament in 2009 to regulate and administer MPs' pay, pensions, business costs and expenses.	84110	General public administration activities	801	Private security activities	0
We are looking for 4 candidates to work with our manufacturing client in Trafford Park on a temporary to permanent basis.	4399	Other specialised construction activities n.e.c.	781	Activities of employment placement agencies	0
OVERVIEW Our client has been delivering across the UK since 1833, they can reach areas that other cannot. Today, they are Logistic UK’s most innovative business of the year, with a strong focus on the future, sustainability, and innovation - they keep moving forwards. The team is responsible for delivering world-class service and time critical newspapers and magazines to our ever-growing portfolio of retail customers.	4941	Freight transport by road	476	Retail sale of cultural and recreation goods in specialised stores	0
OVERVIEW At Menzies Distribution we have been delivering across the UK since 1833, we can reach areas that other cannot. Today, we are Logistic UK’s most innovative business of the year, with a strong focus on the future, sustainability, and innovation – We keep moving forwards. Our team are responsible for delivering world-class service and time critical newspapers and magazines to our ever-growing portfolio of retail customers. And, let’s not forget, you’ll be joining one of the UK’s largest and most recognised distribution brands, where career, personal development and going the ‘extra mile’ is at the heart of our company ethos.	4941	Freight transport by road	476	Retail sale of cultural and recreation goods in specialised stores	0
Our public sector client in Inverness are looking for a Regulated Procurement officer to work a 12 month contract from June 2021 until May 2022.	84.11	General public administration activities	77320	Renting and leasing of construction and civil engineering machinery and equipment	0
What it's like to work here Marsden Moor is over 3300ha of moorland with many miles of footpaths taking you into a landscape steeped in history from pre-historic times to trans-Pennine transport routes.	9104	Botanical and zoological gardens and nature reserves activities	503	Inland passenger water transport	0
Revit MEP Technician - Building Services - Solihull - Salary Circa £40,000 Want to work with a growing and well-established Engineering Consultancy in the West Midlands. They have 8 offices around the UK and are known as one of the best in the sector.	7112	Engineering activities and related technical consultancy	33140	Repair of electrical equipment	0
Lettings Officer Northamptonshire patch visits Full time - 37 hours per week Permanent £25,300 Our client is a provider of affordable housing and support services in the East Midlands. About our client Our client owns and manages around 5000 homes with a £23 million turnover and their mission is to "work successfully with their customers and communities to provide great services and high-quality living environments. " They pride themselves on being a forward-thinking progressive housing association reflective of what is an ever- changing sector. With housing being high on the public’s agenda, our client continues to grow.	68201	Renting and operating of Housing Association real estate	49420	Removal services	0
About Us Willmott Dixon is a privately-owned contracting and interior fit-out group with a local regional presence throughout the UK. Our passion is to create spectacular outcomes for our customers in the knowledge that our projects have a hugely beneficial impact on the UK's economic growth and prosperity.	4120	Construction of buildings	46730	Wholesale of wood, construction materials and sanitary equipment	0
The company have a fantastic opportunity for a full-time Presentation Designer to join their expanding, best-in-class presentations team of 18 people in London.	Advertising Agencies	Advertising Agencies	90010	Performing arts	0
About us Balfour Beattys Enabling Functions includes our centralised HR, IT, Procurement, Finance, Health and Safety, Sustainability and Comms teams. Together we support Balfour Beatty to deliver projects on behalf of our clients.	8299	Other business support service activities not elsewhere classified	522	Support activities for transportation	0
30AM OVERVIEW Our client has been delivering across the UK since 1833, they can reach areas that other cannot. Today, they are Logistic UK’s most innovative business of the year, with a strong focus on the future, sustainability, and innovation – They keep moving forwards. Our clients team are responsible for delivering world-class service and time critical newspapers and magazines to our ever-growing portfolio of retail customers. And, let’s not forget, you’ll be joining one of the UK’s largest and most recognised distribution brands, where career, personal development and going the ‘extra mile’ is at the heart of their company ethos.	4941	Freight transport by road	47990	Other retail sale not in stores, stalls or markets	0
Ground Control is the UK’s largest external maintenance and commercial landscaping company. We are the contractor of choice for many well-known private and public organisations - Network Rail, Tesco, Severn Trent Water, Sainsbury’s and the Tower of London to name a few.	8130	Landscape service activities	28922	Manufacture of earthmoving equipment	0
Hours 35 hours per week (5 over 7 nights - Sunday included)OVERVIEW Our client has been delivering across the UK since 1833, they can reach areas that other cannot. Today, they are Logistic UK’s most innovative business of the year, with a strong focus on the future, sustainability, and innovation – They keep moving forwards. And, let’s not forget, you’ll be joining one of the UK’s largest and most recognised distribution brands, where career, personal development and going the ‘extra mile’ is at the heart of their company ethos.	4941	Freight transport by road	46660	Wholesale of other office machinery and equipment	0
About RWRC RWRC helps businesses in the commerce sector win in the digital economy.	7311	Advertising agencies	47910	Retail sale via mail order houses or via Internet	0
With friendly communities, low crime rate, cultural attractions and excellent motorway and rail links to much of the UK, South Lakeland rightly promotes itself as the 'best place to live, work and explore.	84110	General public administration activities	49319	Urban, suburban or metropolitan area passenger land transport other than railway transportation by underground, metro and similar systems	0
Our client is one of the most reputable government backed organisations in Wales responsible for development, conservation and sustainability of Wales’s natural and human assets. This public sector organisation employs over 1,900 staff and has a budget of over £180 million.	8411	General public administration activities	68320	Management of real estate on a fee or contract basis	0
EU ATS Finance is growing fast - we are looking for a Finance Business Partner who is passionate about joining a company that is constantly reimagining the logistics industry.	4212	Local Trucking Without Storage	64990	Other financial service activities, except insurance and pension funding, nec	0
I am working with a global R and D company, looking for two permanent formulation scientists to join their large expert teams in their agribusiness arm in the UK.	721	Research and experimental development on biotechnology	211	Manufacture of basic pharmaceutical products	0

2. 24% of SIC matches are ok. These include:

company_description	eval_sic_code	eval_sic_desc	sic_code	sic_description	sic_code_quality - [2- good, 1-ok, 0-bad]
As Scouts, our aim is to empower young people with skills for life.	9499	Activities of other membership organizations n.e.c.	P	EDUCATION	1
Based in Surrey, this innovative energy services works on a variety of projects (mainly commercial).	74901	Environmental consulting activities	35110	Production of electricity	1
My client, an award winning Independent Financial Advisor (IFA) based in Hertfordshire has seen a recent spike in new business despite these uncertain times. Their client base includes private families and businesses of £700m of Assets Under Management.	6611	Administration of financial markets	64304	Activities of open-ended investment companies	1
The Pegasus Academy Trust (PAT) was the first primary multi-academy trust to be established in Croydon and comprises of five schools all located within ten minutes of each other.	85200	Primary education	85420	Tertiary education	1
Company Description SGS is the global leader and innovator in inspection, verification, testing and certification services. Founded in 1878, SGS is recognized as the global benchmark in quality and integrity.	7389	Business Services, Not Elsewhere Classified	80	Security and investigation activities	1
T market through its radical new approach to securing the edge of large scale Io. My clients are a UK based start-up enabling real-time communication and narrow AI in full scale industrial systems without the need for an always-on centrally connected system via its edge-based authentication and security platform. Working with one of the UK’s top universities, their platform and patented cryptographic processes enable post-quantum secure interoperability between any devices, is fully decentralised and can even operate in an unsecure channel environment.	6201	Computer programming activities	63110	Data processing, hosting and related activities	1
OVERVIEW Our client have been delivering across the UK since 1833, They can reach areas that other cannot. Today, Our Client are Logistic UK’s most innovative business of the year, with a strong focus on the future, sustainability, and innovation – Our Client keep moving forwards. Our Clients team are responsible for delivering world-class service and time critical parcels to their customers. And, let’s not forget, you’ll be joining one of the UK’s largest and most recognised distribution brands, where career, personal development and going the ‘extra mile’ is at the heart of their company ethos.	4941	Freight transport by road	512	Freight air transport and space transport	1
OVERVIEW Our client have been delivering across the UK since 1833, They can reach areas that other cannot. Today, Our Client is Logistic UK’s most innovative business of the year, with a strong focus on the future, sustainability, and innovation – Our Client keep moving forwards. Our Client has a fantastic opportunity for a Night Shift Transport Administrator to join their South East London Logistics team. Our Clients team are responsible for the technical delivery of a range of transport planning activities including route planning, strategy, appraisal, modelling and business case development across their UK operations. And, let's not forget, you'll be joining one of the UK's largest and most recognized distribution brands, where career, personal development and going the ‘extra mile' is at the heart of their company ethos.	4941	Freight transport by road	512	Freight air transport and space transport	1
Making the world a better home' - Saint-Gobain's purpose, we have a history spanning more than 350 years and have a responsibility to address the major challenged faced by humanity. The future of tomorrow Saint-Gobain UK and Ireland is home to some of the best known and respected companies in the construction sector including Jewson, British Gypsum, Isover, Graham The Plumbers Merchant and Artex. We manufacture and distribute materials and solutions, which are key ingredients in the wellbeing of each of us and the future of all.	4673	Wholesale of wood, construction materials and sanitary equipment	236	Manufacture of articles of concrete, cement and plaster	1
OVERVIEW Our client have been delivering across the UK since 1833, they can reach areas that other cannot. Today, Our client are Logistic UK’s most innovative business of the year, with a strong focus on the future, sustainability, and innovation – They keep moving forwards. Our client have an excellent opportunity for an experienced HGV Class 1 Driver to join their Highland Parcels team. Our client team are responsible for delivering world-class service and time critical parcels to our customers located throughout Scotland. And, let’s not forget, you’ll be joining one of the UK’s largest and most recognised distribution brands, where career, personal development and going the ‘extra mile’ is at the heart of our clients company ethos.	4941	Freight transport by road	512	Freight air transport and space transport	1
OVERVIEW Our client have been delivering across the UK since 1833, they can reach areas that other cannot. Today, they are Logistic UK’s most innovative business of the year, with a strong focus on the future, sustainability, and innovation – they keep moving forwards. Our client have an excellent opportunity for an experienced HGV Class 2 Driver to join their Highland Parcels team. Our clients team are responsible for delivering world-class service and time critical parcels to our customers located throughout Scotland. And, let’s not forget, you’ll be joining one of the UK’s largest and most recognised distribution brands, where career, personal development and going the ‘extra mile’ is at the heart of our clients company ethos.	4941	Freight transport by road	512	Freight air transport and space transport	1
Combining passionate people with leading technology, we work together to build trust in society. C is known in the market as the best in class risk and regulatory practice, in interacting with players in the UK, EU and global financial services industry and in supporting the services we offer to our clients.	69	Legal and accounting activities	64301	Activities of investment trusts	1
We place people at the heart of what we do, and work in partnership with our clients and customers to deliver major built environment and critical national infrastructure projects across the UK. Our specialist engineering and construction teams bring multi-sector innovation and technical skill – from building and highways, to large-scale water networks and treatment plants. We provide a complete service offering to the sectors we work in from conception to optimisation, delivering best value and innovation. Our 10 regional offices and workshops enable us to provide a local service to our customers promoting sustainable working relationships.	4212	Construction of roads and motorways	42210	Construction of utility projects for fluids	1
Overview Our Client is a leading international Media corporation, part of a global concern, operating from more than 30 offices. Their Clients include some of the biggest brands in the world.	7311	Advertising agencies	59132	Video distribution activities	1
Working with us means protecting and improving the environment and tackling issues of national importance. We’re based across England, and our responsibilities span industry regulation, flood defences, land contamination, water quality, fisheries and conservation. Together, we’ll promote sustainable growth, tackle climate change and secure a better future for everyone.	9100	Environmental activities	2	Forestry and logging	1
Posting Type DNIPosting Type No Selection Kerry is a global leader in taste and nutrition. Our manufacturing facilities produce and supply the world with over 15,000 different food, beverage, and pharmaceutical products throughout the world. Where you'll work Our Clark location creates flavor ingredients and beverages for Kerry customers and brands.	2090	Manufacture of other food products n.e.c.	10130	Production of meat and poultry meat products	1
Driver of The Year Awards A little bit about them Our client has been delivering across the UK since 1833, they can reach areas that other cannot. Today, they are Logistic UK’s most innovative business of the year, with a strong focus on the future, sustainability, and innovation – they keep moving forwards. And, let’s not forget, you’ll be joining one of the UK’s largest and most recognised distribution brands, where career, personal development and going the ‘extra mile’ is at the heart of their company ethos.	4941	Freight transport by road	493	Other passenger land transport	1
5 hours pw OVERVIEW Our client has been delivering across the UK since 1833, they can reach areas that other cannot. Today, they are Logistic UK’s most innovative business of the year, with a strong focus on the future, sustainability, and innovation – they keep moving forwards. Our clients team are responsible for delivering world-class service and time critical newspapers and magazines to their ever-growing portfolio of retail customers. And, let’s not forget, you’ll be joining one of the UK’s largest and most recognised distribution brands, where career, personal development and going the ‘extra mile’ is at the heart of their company ethos.	4941	Freight transport by road	512	Freight air transport and space transport	1
This Fintech has 4000 new users joining its platform every week. It’s success as a start-up is creating waves in the Fintech space and its product is forever moving with the market to ensure its sustainability.	6419	Other monetary intermediation	63120	Web portals	1
Hours – 08 00am to 17 30pm Monday to Friday OVERVIEW Our client has been delivering across the UK since 1833, they can reach areas that other cannot. Today, they are Logistic UK’s most innovative business of the year, with a strong focus on the future, sustainability, and innovation – They keep moving forwards. And, let’s not forget, you’ll be joining one of the UK’s largest and most recognised distribution brands, where career, personal development and going the ‘extra mile’ is at the heart of their company ethos.	4941	Freight transport by road	512	Freight air transport and space transport	1
Monday - Friday 8am - 5pm 25 days holiday This successful and growing manufacturer has a brand new opportunity has to join their finance team as a Credit Controller.	8299	Other business support service activities not elsewhere classified	64921	Credit granting by non-deposit taking finance houses and other specialist consumer credit grantors	1
Energy Engineer - Home Based (UK Travel Required) Ref DB1048 Salary £30,000 to £40,000 Plus Benefits Our client is looking for an experienced Energy Engineer to join their rapidly growing energy efficiency specialist team. For over 30 years the firm has delivered energy efficiency, carbon management and cost reduction solutions to well-established brands in the country. Complete surveys of building services and industrial processes, across a range of public sector, industrial and commercial clients, with the aim of identifying and quantifying energy reduction opportunities.	7112	Engineering activities and related technical consultancy	35110	Production of electricity	1

3. 52% of SIC matches are good. These include:

company_description	eval_sic_code	eval_sic_desc	sic_code	sic_description	sic_code_quality - [2- good, 1-ok, 0-bad]
For more than 35 years Farm Africa has worked with farmers, helping them to increase their harvests, build their incomes and sustain their natural resources. They do this by working closely with local communities, partnering with governments and the private sector to find effective ways to fight poverty. The organisation Farm Africa operates in East Africa, with offices in Ethiopia, Kenya, Tanzania and Uganda, with a Head Office in London.	111	Growing of cereals (except rice, leguminous crops and oil seeds	1	Crop and animal production, hunting and related service activities	2
Triodos Bank is one of Europe’s leading sustainable banks, whose mission is to make money work for positive social, environmental and cultural change. These encompass social and affordable housing, healthcare, arts and culture, education and the general charity sector, as well as a variety sustainable business in the wholesale and retail sectors.	64191	Banks	64191	Banks	2
Advanced Nurse Practitioner in Acute Oncology Applications are invited for the post of Advanced Nurse Practitioner in Acute Oncology in Cancer Services at the Royal Cornwall Hospitals Trust (RCHT), Truro. The Cancer Services department is a forward thinking, innovative, service with a wealth of expertise from nursing, medical and AHP staff. With the exciting build of a new ward underway for cancer patients and the addition of an acute oncology assessment area we aim to develop our nursing and medical service to support the patients who require its services. The acute oncology service offers advice on clinical aspects of care for patients undergoing Systemic -Ani Cancer Therapy (SACT) and who may suffer complications of their treatment. Based in the city of Truro, the Royal Cornwall Hospitals NHS Trust provides comprehensive healthcare to the people of Cornwall and the Isles of Scilly. Cornwall is a beautiful county which offers an outstanding quality of life. The A30 trunk road has been much improved over the last 5 years; there is a good rail service through the county and an excellent airport service from Newquay to many cities throughout the UK and abroad. For further details informal visits contact Rachel Hopper - Lead Nurse Systemic Anti-Cancer Therapy on Tel .	8610	Hospital activities	861	Hospital activities	2
Media Trust strives to bridge the gap between the media and creative industry and charities, under-represented communities and young people to give them a stronger voice. We're helping charities with their communications strategy, advocacy and campaigning, storytelling, content creation, press engagement, and digital and social media. In the last 12 months, Media Trust has supported 2,000 charities and 2,000 young people and engaged 1,500 volunteers and mentors through our programmes. We are fortunate to have an extensive network of 40 corporate partners including Amazon, the BBC, BBH, Channel 4, Edelman, Facebook, Google, Guardian Media Group, ITV, Sky, Snap and Twitter who we work closely alongside to deliver our programmes. We are looking for a strong leader to take Media Trust's marketing and communications to the next level engaging more charities, communities, young people and the media and creative industry with our work and impact. One of our key strategic priorities is digital communications skills training for the UK charity sector.	6399	Other information service activities n.e.c.	73120	Media representation	2
NHS Continuing Healthcare (CHC) is the name given to a package of care that is arranged and funded solely by the NHS for individuals who are not in hospital, but who have complex ongoing healthcare needs. Birmingham and Solihull Clinical Commissioning Group is the largest clinically led commissioning organization in England.	86101	Hospital activities	861	Hospital activities	2
At Royal Cornwall Hospitals NHS Trust we understand that our staff are our most valuable asset.	8610	Hospital activities	861	Hospital activities	2
University College of Estate Management (UCEM) is long-standing and leading provider of supported online education. Operating from the UK and Hong Kong we have a global reach, and at any one time over 3,500 students are studying online with us.	8542	Higher education	85410	Post-secondary non-tertiary education	2
The Emergency Department and Urgent Care Centre at Newham University Hospital sees approximately 185,000 patients year.	8610	Hospital activities	861	Hospital activities	2
An exciting opportunity has arisen at Tree Aid for a Policy and Advocacy Advisor to join our growing organisation. Tree Aid works with people in the drylands of Africa to tackle poverty and the effects of the climate crisis by growing trees, improving people's incomes, and restoring and protecting land. Led by local people, our projects promote nature-based solution that harnesses biodiversity and ecosystem services to reduce vulnerability and build resilience to climate change.	2100	Silviculture and other forestry activities	24	Support services to forestry	2
Salary + car, bonus and benefits Packaging Solutions - UK based My Client supplies premium thermoformed packaging solutions to a wide range of customers and markets including FMCG brands, retail packaging, consumer, commercial and industrial.	2222	Manufacture of plastic packing goods	82920	Packaging activities	2
We deliver deep tax technical and legal expertise, while providing the critical context to make informed and compliant decisions. With clients ranging from multinational organisations and public sector bodies to entrepreneurs and family businesses, the work we do is diverse. We deliver deep tax technical and legal expertise, while providing the critical context to make informed and compliant decisions. With clients ranging from multinational organisations and public sector bodies to entrepreneurs and family businesses, the work we do is diverse. Our market leading Indirect Tax Disputes team is an integral part of our tax practice, providing advisory services to Pw. C's largest and most important clients. We advise across all aspects of VAT compliance and structuring, customs, excise and environmental taxes. The team boasts the market leader in environmental taxes and we have one of the largest dedicated teams of specialists within the UK dealing with energy, waste, quarrying and packaging.	6920	Accounting, Auditing, and Bookkeeping Services	69203	Tax consultancy	2
Cycle®Operating in 20 countries (including 12 in Europe), Terra. Cycle is a world leader in the recycling of hard-to-recycle waste, such as pens, snack wrappers, food pouches, beauty product packaging, home care product packaging and even cigarette butts or marine plastics. For many of our solutions, we partner with some of the most recognizable brands and retailers in the world, including BIC, L'Oréal, PandG and Tesco amongst others to collect waste on a large scale.	3821	Waste treatment and disposal	38320	Recovery of sorted materials	2
Client Details International professional firm which provides Audit, Tax and Advisory services.	6920	Accounting, auditing; tax consultancy	69201	Accounting, and auditing activities	2
Mechanical Engineer Sustainability Consultant Location Cardiff Salary DOE Ref TJ1216 Penguin Recruitment is pleased to be working with one of the oldest building services consulting practices in Wales. This consultancy offers a range of services such as design mechanical, electrical and public health engineering systems, feasibility studies and building analysis. Experience of using calculation packages software This consultancy works in every sector and deals with a wide array of projects.	7112	Engineering design activities for industrial process and production	74901	Environmental consulting activities	2
Graduate Mechanical Design Engineer (Building Services) - To £30 + Package + meaningful projects Why work for a firm that only allows to do HVAC Design, when this consultancy will train you in HVAC, Building Physics and BIM. The Role Reporting to a Chartered Director, you'll enjoy working closely with architects to deliver beautifully engineered, low energy buildings that improve society. Recent projects include a low carbon university, a master plan, a carbon neutral eco resort, a place of worship, a 6 star resort and a special needs school.	7110	Architectural activities	711	Architectural and engineering activities and related technical consultancy	2
South West Water is part of the Pennon Group, a very successful and stable business which prides itself on sustainability. We provide reliable, efficient and high-quality drinking water and wastewater services for a population of c.	3600	Water collection, treatment and supply	E	WATER SUPPLY; SEWERAGE, WASTE MANAGEMENT AND REMEDIATION ACTIVITIES	2
We are looking to appoint acreative and highly motivated teacher to work within our thriving and friendly Art Department. Please feel free to contact schoolfor further information or to speak with the Head of Department Brockhill Parkis an 11-19 Academy with Performing Arts status and Rural Dimensions status andsupports its own working farm. It is a popular school of 1300 students situatedin rural surroundings on the edge of the Cinque Port of Hythe. Brockhill Park Performing Arts. College is an 11-19 comprehensive, non selective school, with Performing Artsand Rural Dimension status, catering for all abilities. As a 'Creative School',(status awarded in 2008) it is the school's aim to develop an Arts and Creative.	85310	General secondary education	90040	Operation of arts facilities	2
Cloud 9 are working exclusively on a fantastic opportunity to join a world leading manufacturer of innovative Packaging solutions as their UK Innovation Director.	2222	Manufacture of plastic packing goods	82920	Packaging activities	2
restaurants50 major retail partners3700 locations globally From Hawaii to Aberdeen Ready To Roll.	56101	Licensed restaurants	472	Retail sale of food, beverages and tobacco in specialised stores	2
De Montfort University (DMU) is an ambitious, globally-minded institution with a relentless focus on delivering quality teaching and learning, and a campus-wide focus on providing a sector-leading student experience.	8220	Higher education	85410	Post-secondary non-tertiary education	2
There's an excellent opportunity for a Mechanical Building Services Engineer to join a growing, yet established Building Services Company. This well-established UK wide building consultancy provides a variety of services to a multitude of different sectors, such as healthcare, education, residential sectors and more. During their period of growth, they are expanding comprehensively across all services, especially in the sustainability side through renewable energy and low carbon sustainability development consultancy.	7112	Architectural activities	412	Construction of residential and non-residential buildings	2
HS2 is the UK’s new high speed rail network.	42120	Construction of railways and underground railways	52212	Operation of rail passenger facilities at railway stations	2
At 380+ stores globally and over 3000 employees we are a leading outdoor retailer, with an always-evolving attitude.	Retail Trade	Retail Trade	47990	Other retail sale not in stores, stalls or markets	2
Working with us means protecting and improving the environment and tackling issues of national importance. We’re based across England, and our responsibilities span industry regulation, flood defences, land contamination, water quality, fisheries and conservation. Together, we’ll promote sustainable growth, tackle climate change, and secure a better future for everyone. The Environment Agency is an important consultee in the planning process, providing expert advice on a range of environmental issues.	8411	General public administration activities	74901	Environmental consulting activities	2
About us DS Smith is a leading provider of sustainable fibre-based packaging worldwide, which is supported by recycling and papermaking operations. We play a central role in the value chain across sectors including e-commerce, fast moving consumer goods and industrials.	1721	Corrugated and Solid Fiber Box Manufacturing	17219	Manufacture of paper and paperboard containers other than sacks and bags	2
The Sustainable Packaging Reporting Project is aimed at automating this processby extracting data from a variety of data sources (e.	6201	Computer programming activities	82920	Packaging activities	2
Your new company. Your new company is one of Europe's largest listed real estate investment companies.	6790	Real estate activities	64306	Activities of real estate investment trusts	2
Your new company. Would you relish the chance to make an impact on a major environmental project, central to dealing with the challenge of storing and managing radioactive waste in the UK.	3821	Treatment and disposal of non-hazardous waste	38	Waste collection, treatment and disposal activities; materials recovery	2
An international renewable energy developer and independent power producer (IPP). Formed in 2019, its first target market is Italy, and the company owns 950 m.	3511	Electric Services	27120	Manufacture of electricity distribution and control apparatus	2
The College Ofsted judged the College to be outstanding - the highest possible grade.	85310	General secondary education	85420	Tertiary education	2
News UK is a company full of talented, dedicated and creative people. News UK is also home to Wireless, a leading UK and Irish media company boasting independent local and national radio stations. The Team The News UK Diversity Team supports News UK in helping its workforce, leadership and content more reflective of our society.	5813	Publishing of newspapers	58130	Publishing of newspapers	2
Cranleigh Scientific is an established, independent specialist recruitment company, delivering bespoke resource solutions to the STEM and sustainability sectors across the UK. We are fortunate to support our clients in sourcing top talent across a range of projects from developing sustainable fuel technology, creating new flavours and fragrances through to helping drug delivery solutions for cancer treatment.	7361	Employment placement agencies	72110	Research and experimental development on biotechnology	2
Here at the Royal Cornwall Hospital, we are committed to excellence.	8610	Hospital activities	861	Hospital activities	2
Handle are excited to be working with a content production agency like no other, who are looking for an experienced all rounded Brand Marketing Manager to join their growing business. They deliver creative production and technology-led work flow solutions for in-house brand studios, agencies, production companies and rights holders. It operates across a variety of industries including beauty, automotive, travel, luxury, health, hospitality, fashion, tech, government industries. The Role Powered by technology, inspired by human creativity, with sustainability at their core - the ambition is to reshape global marketing and be the creative operating system the brands of the future turn to for growth.	7311	Advertising agencies	741	Specialised design activities	2
Client Details An investment firm specialising in climate change located in central London. Job Offer A 6 month fixed term contract at an investment firm specialising in climate change.	6499	Other financial service activities, except insurance and pension funding activities, n.e.c.	74901	Environmental consulting activities	2
Construction is changing and we are at the forefront of that change. Pioneering new ways to build, innovating the way construction is viewed and establishing ourselves as one of the top employers in any industry. About Us With over 160 years of rich history, Willmott Dixon's purpose is beyond profit; delivering brilliant buildings, transforming lives, strengthening communities and enhancing the environment so our world is fit for future generations. Construction is changing and we are at the forefront of that change. Pioneering new ways to build, innovating the way construction is viewed and establishing ourselves as one of the top employers in any industry.	4120	Construction of buildings	41	Construction of buildings	2
Production Operators and Inspection Operator Peterborough - Competitive salary and benefits package Our client is the pioneer of sustainable, engineered leather. Born in the UK and headquartered in Peterborough, Our client has grown to supply industries ranging from transport to footwear, across more than 50 countries. With an established blue-chip global customer base, their team are proud to work with brands such as Nike, American Airlines, Easyjet and Mercedes. Our clients revolutionary process transforms waste leather into advanced materials whilst achieving a significantly lower environmental footprint. Our client has received multiple technology and sustainability awards, including The Sunday Times ‘Tech Track 100’ and ‘International Track 200’, Global Cleantech 100, and the Financial Times 1000 Companies to Inspire Britain. The Production Operator role Our client have a fantastic opportunity for a number of Operators to join their growing manufacturing teams based in Peterborough.	1910	Tanning and dressing of leather; dressing and dyeing of fur	15	Manufacture of leather and related products	2
Experience in working for environmental sustainability organisations.	Environmental Services	Environmental Services	39	Remediation activities and other waste management services	2
The Company An excellent opportunity has been made available by my client an established housing provider in the UK. My client is an established housing provider with a generic housing management and supported housing services.	6820	Renting and operating of Housing Association real estate	68320	Management of real estate on a fee or contract basis	2
You'll be working for Saint-Gobain PAM UK in Ilkeston. PAM is one of more than 30 exciting Saint-Gobain brands in the UK and is the premier supplier of ductile iron and cast iron products to the UK's key utilities, telecoms, highways, civil engineering, construction and housing companies.	46720	Wholesale of metals and metal ores	24510	Casting of iron	2

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I also compared the LLM response to the current response and found:

1. 49% of matches were at least the same quality or better than the LLM
2. 40% of matches were worse than the LLM
3. In 11% of cases, both responses were bad